Part 4: Tuning the Neural Network for Better Performance MΔ±sra Turp 2022-11-24 | Now that we learned about all the issues that can arise when building Neural Networks and how to deal with them, we will look into how to put all this knowledge into practical use. In this exercise, we will try out some options to increase the performance of the modelPrevious lesson: youtu.be/itmCb_bF4kkNext lesson: youtu.be/6eZuv5SNttAπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
Making Your Project Presentable: Last Touches for an Impressive Portfolio MΔ±sra Turp 2024-05-23 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Bonus lesson: Turning a Regression Problem into a Classification Problem MΔ±sra Turp 2024-05-21 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Is your model actually that good? Validating Machine Learning Models MΔ±sra Turp 2024-05-15 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Improve Machine Learning Model Performance with Tuning MΔ±sra Turp 2024-05-14 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Step-by-Step Preparing and Training a Machine Learning Model MΔ±sra Turp 2024-05-13 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Feature Engineering: Integrate a new data source into your dataset MΔ±sra Turp 2024-05-07 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Feature Engineering: Create new features using existing data MΔ±sra Turp 2024-05-07 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
The Basics of Evaluating Machine Learning Projects MΔ±sra Turp 2024-05-03 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
How to Train a Benchmark Model for your Machine Learning Project MΔ±sra Turp 2024-05-02 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Problem Definition and Data Preparation for a Real-Life Data Science Project MΔ±sra Turp 2024-04-17 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Extract Hour, Day, Month Info from Pandas DateTime MΔ±sra Turp 2024-04-17 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.Sometimes, only the raw datetime of an event might not be enough for the ML algorithm to understand your usecase. In those scenarios, it is a good idea to give the ML model more information to work with. This could be the week of day, whether a day is a holiday or not or simply the time of the day. Let's see how to add this information to our dataframe. π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Fixing Incorrect Column Types in Pandas to Prepare Data for ML MΔ±sra Turp 2024-04-17 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.Sometimes, due to problems with data collection or during data importing the types if our Pandas DataFrame column can be read incorrectly. In this video, let's see how to correct this issue by updating all columns to the correct type.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Data Cleaning after Identifying Data Problems in Pandas MΔ±sra Turp 2024-04-17 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.Previous video of the course: youtu.be/AIjrcv_S1r4π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs00:00 Shallow copy vs Deep Copy04:13 Correcting data types
Data Exploration: Identifying Data Issues and Their Potential Causes MΔ±sra Turp 2024-04-11 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs00:00 Looking into negative values02:30 Values that are too high
Using Data Visualization to Identify Data Problems MΔ±sra Turp 2024-04-11 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs00:00 Introduction to the new notebook02:30 Data visualization
How Collecting Data Works on a Real-Life Data Science Project MΔ±sra Turp 2024-04-08 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialπ½ The data source: www1.nyc.gov/site/tlc/about/tlc-trip-record-data.pageIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Creating a GitHub Repository for a Data Science Project MΔ±sra Turp 2024-04-08 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs00:00 Starting a GitHub Repo05:14 Connecting your project to GitHub
Introduction to Jupyter Notebooks: explore the main functionalities MΔ±sra Turp 2024-04-08 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
How to Set up a Data Science Development Environment MΔ±sra Turp 2024-04-08 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialπ Anaconda installation guides: docs.anaconda.com/free/anaconda/installIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs00:00 Git01:36 Anaconda04:47 Jupyter Notebooks
Hands-on Data Science course: Lets build a project together from scratch! MΔ±sra Turp 2024-04-08 | Hello friends,This is my course Hands-on Data Science which was released back in 2020 to help aspiring data scientists learn how the end-to-end process of a data science project works. It has been a paid course since it was published but now I believe it is time for it to be publicly accessible.Here are the links you need for the course.ππ Course Notion page where you can find the questions and assignments: https://fishy-dessert-4fc.notion.site/Hands-on-Data-Science-course-66ca15a1cd7140298d60fa3d13575d06?pvs=4 π©βπ» Course repository: github.com/misraturp/Guided-project-course-materialIf you have any questions, feel free to leave comments. I will try to answer them as much as I can, but look through the comments and help others as much as you can! Let's make this a safe learning environment.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs00:00 Disclaimer00:05 Welcome to the course!04:49 Problem definition
Python or R: Data Professor answers! MΔ±sra Turp 2024-01-15 | π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Starting out on YouTube: why the Data Professor got into the YT business MΔ±sra Turp 2024-01-11 | π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
It only takes 2 minutes to master your tasklist. Productivity tips from @DataProfessor MΔ±sra Turp 2024-01-10 | π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Key Concepts and Techniques for Natural Language Processing MΔ±sra Turp 2023-04-12 | NLP or Natural Language Processing is a popular subfield of AI. If you'd like to get into NLP or work in that field, here are some topics you want to make sure you cover.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
How are training and tuning different? MΔ±sra Turp 2023-03-31 | To prepare a machine learning model you have to go through (on a high level) two processes: training and tuning. The difference between these two processes can be explained by what kind of effect they have on the model itself.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Python vs. R comparison (by a die-hard Python fan) MΔ±sra Turp 2023-03-27 | Which programming language is better for machine learning; Python or R? I don't think there is a black and white sort of answer to this questions. Depending on what you want to do, which programming language you should use will change. At the end of the day, these languages are tools. I, personally, use Python most, if not all, of the time. I dabbled with R at some point during college but cannot say I'm an expert on it. Don't get in the Python or R hating bandwagon though. As tempting as it might be. You might need them one day!Judging by the resources online and what both language's strengths are, here is a quick comparison for you.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Data Visualization Libraries For Python MΔ±sra Turp 2023-03-06 | Data visualization is an important part of most data science projects. Do you know what options you have when it comes to displaying your data? Here are 5 commonly used and loved data visualization libraries for Python.Which one is your favorite? I heard a lot about Bokeh!π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
Splitting the data into training, testing and validation datasets MΔ±sra Turp 2023-02-24 | π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/courses/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.com/nn-hyperparameters-cheat-sheet
Why do we split data into train test and validation sets? MΔ±sra Turp 2023-02-22 | To train machine learning models we need to provide the model with a training and testing set. And sometimes even a validation set. These terms tend to be used interchangeably causing confusion. So once and for all, let's learn what each of these data splits do and how they contribute to model development.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
How to fix missing values in data - Part 2 MΔ±sra Turp 2023-02-20 | π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/courses/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.com/nn-hyperparameters-cheat-sheet
Fixing missing values in data - Part 1 MΔ±sra Turp 2023-02-20 | π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/courses/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.com/nn-hyperparameters-cheat-sheet
How to fix missing values in your data MΔ±sra Turp 2023-02-19 | Previously we've seen how to find missing values in your data. But once you find them what can you do to fix this problem? Should you remove the missing values? Fill them in? Ignore them?In this quick video, we learn the best approaches to deal with missing values.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
What is one-hot encoding? MΔ±sra Turp 2023-02-10 | What is one-hot encoding?It is a way to feed categorical data to Machine Learning models. Why do we use one-hot encoding?Because Machine Learning models cannot handle categorical data in its raw form.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.com/courses/data-science-kick-starter-mini-course πΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.com/nn-hyperparameters-cheat-sheet
Quick explanation: One-hot encoding MΔ±sra Turp 2023-02-10 | What is one-hot encoding?It is a way to feed categorical data to Machine Learning models. Why do we use one-hot encoding?Because Machine Learning models cannot handle categorical data in its raw form.π Keep in touch?==========================π₯ Twitter - twitter.com/misraturpπ LinkedIn - linkedin.com/in/misraturpπΉ YouTube - youtube.com/@misraturpπ Website - misraturp.com Courses & resources============================π Fundamentals of Deep Learning in 25 pages misraturp.gumroad.com/l/fdl π©βπ» Hands-on Data Science: Complete your first portfolio project misraturp.com/hods π₯ Streamlit template misraturp.gumroad.com/l/stemp π€ Deep Learning 101 with Python and Keras (FREE)youtube.com/playlist?list=PLM8lYG2MzHmQn55ii0duXdO9QSoDF5myFπββοΈ Data Science Kick-starter mini-course (FREE)misraturp.gumroad.com/l/kick-starterπΌ Pandas cheat sheet (FREE)misraturp.gumroad.com/l/pandascs π NNs hyperparameters cheat sheet (FREE)misraturp.gumroad.com/l/hcs
How to Implement CNNs in Keras MΔ±sra Turp 2022-12-08 | In this video, we learn how to tune hyperparameters of the network with advanced methods like Bayesian search, gradient-based search, and evolutionary computing.Previous lesson: youtu.be/4UjK-w3Z8Soπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
CNN follow along calculations MΔ±sra Turp 2022-12-08 | You won't ever have to calculate the number of layers in a CNN but it is a good idea to be aware of how the CNN calculations are made.Previous lesson: youtu.be/3mTUAQIHO2UNext lesson: youtu.be/UU8W__sllOUπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
Basics of Convolutional Neural Networks MΔ±sra Turp 2022-12-08 | Let's learn about CNNs, what they look like and how they learn.Previous lesson: youtu.be/2XuWCHEk-a8Next lesson: youtu.be/4UjK-w3Z8Soπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
Basics of Recurrent Neural Networks MΔ±sra Turp 2022-12-07 | Let's learn about RNNs, what they look like and how they learn.Previous lesson: youtu.be/FlQCHCHg-ksNext lesson: youtu.be/E4c_bom0_6Yπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
LSTMs and GRUs MΔ±sra Turp 2022-12-07 | In this video, we learn about the more complex RNN cell types such as LSTMs and GRUs.Previous lesson: youtu.be/M6-AIQnB4_QNext lesson: youtu.be/2XuWCHEk-a8π Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
How to Implement RNNs in Keras MΔ±sra Turp 2022-12-07 | In this video, we learn how to implement an RNN in Keras.Previous lesson: youtu.be/E4c_bom0_6YNext lesson: youtu.be/3mTUAQIHO2Uπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
Training a Network for Better Performance MΔ±sra Turp 2022-12-06 | In this video, we further train the neural network to achieve better performance/Previous lesson: youtu.be/MKEx9oDJV-0Next lesson: youtu.be/M6-AIQnB4_Qπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
How to Tune a Neural Network MΔ±sra Turp 2022-12-05 | In this video, we learn how to tune a neural network's hyperparameters to help it perform better.Previous lesson: youtu.be/2tpMtQWqqkINext lesson: youtu.be/FlQCHCHg-ksπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
How to Understand Whats Wrong with a Neural Network MΔ±sra Turp 2022-12-04 | In this video, we learn what to look into to understand what is wrong with a model and what options we have to make it better.Previous lesson: youtu.be/o0nNKZNjokMNext lesson: youtu.be/MKEx9oDJV-0π Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
Advanced Methods for Hyperparameter Tuning MΔ±sra Turp 2022-12-03 | In this video, we learn how to tune hyperparameters of the network with advanced methods like Bayesian search, gradient-based search, and evolutionary computing.Previous lesson: youtu.be/vnXx7t2pnvQNext lesson: youtu.be/2tpMtQWqqkIπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
Simple Methods for Hyperparameter Tuning MΔ±sra Turp 2022-12-02 | In this video, we learn how to tune hyperparameters of the network with some simple methods like grid search and random search. Previous lesson: youtu.be/lPc9Io79e94Next lesson: youtu.be/o0nNKZNjokMπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
Tuning a Neural Network | Deciding on next steps to take MΔ±sra Turp 2022-12-01 | In this video, let's learn what options are available to us in order to make this Neural Network perform better and how to decide on which action to take.Previous lesson: youtu.be/uRFvvuODeI0Next lesson: youtu.be/vnXx7t2pnvQπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
What is the Optimal Performance of a Neural Network? MΔ±sra Turp 2022-11-30 | We can now build, train and test Neural Networks but what is the best way to evaluate whether a Network is doing well or not. Let's learn, how to find out what the best possible performance is for a Neural Network before starting to tune it to achieve best results.Previous lesson: youtu.be/5gpJ7VUlUagNext lesson: youtu.be/lPc9Io79e94π Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
How to Decide Whether Your Neural Network is Doing Well MΔ±sra Turp 2022-11-29 | We can now build, train and test Neural Networks but what is the best way to evaluate whether a Network is doing well or not. In this video, let's learn about different type of performances and how to decide which one to aim for when you're training your neural network.Previous lesson: youtu.be/NE1iCyqUMRINext lesson: youtu.be/uRFvvuODeI0π Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
How to Evaluate a Neural Networks Performance MΔ±sra Turp 2022-11-28 | We can now build, train and test Neural Networks but what is the best way to evaluate whether a Network is doing well or not. Let's learn!Previous lesson: youtu.be/6eZuv5SNttANext lesson: youtu.be/5gpJ7VUlUagπ Here is a lesson notes booklet that summarizes everything you learn in this course in diagrams and visualizations. You can get it here π misraturp.gumroad.com/l/fdlπ©βπ» You can get access to all the code I develop in this course here: github.com/misraturp/Deep-learning-course-repoβTo get the most out of the course, don't forget to answer the end of module questions:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Questions-35797462583d43a3adcea9478bfe035dπ You can find the answers here:https://fishy-dessert-4fc.notion.site/Deep-Learning-101-Answers-f90449595add492fb9dd8db3859662e3RESOURCES:πββοΈ Data Science Kick-starter mini-course: misraturp.com/courses/data-science-kick-starter-mini-courseπΌ Pandas cheat sheet: misraturp.gumroad.com/l/pandascsπ₯ Streamlit template (updated in 2023, now for $5): misraturp.gumroad.com/l/stempπ NNs hyperparameters cheat sheet: misraturp.com/nn-hyperparameters-cheat-sheetπ Fundamentals of Deep Learning in 25 pages: misraturp.gumroad.com/l/fdlCOURSES:π©βπ» Hands-on Data Science: Complete your first portfolio project: misraturp.com/hodsπ Website - misraturp.comπ₯ Twitter - twitter.com/misraturp
