fastai image classification deployment Mark Ryan 2021-06-07 | How to deploy a fastai deep learning image classification modelCode described in this video: github.com/ryanmark1867/fastai_image_deployment
Vertex AI Grounding with Google Search Mark Ryan 2024-05-10 | A quick look at grounding with Google Search in Vertex AI.Documentation: cloud.google.com/vertex-ai/generative-ai/docs/multimodal/ground-geminiRelated video on grounding with Vertex AI Search: youtu.be/q_ln2Hctog4
Using Gemini Pro 1.5 in Vertex AI Mark Ryan 2024-03-30 | In this video, I use Gemini Pro 1.5 in Vertex AI to compare the following video and article, looking for differences and similarities between them:- Video: youtu.be/U_LIaGSj5aM?si=9bdJ5_uxwuehR7NX- Article: medium.com/@markryan-69718/tuning-an-llm-in-vertex-ai-f6e340736461?sk=275e5fb95e9713b9bd200db3ad3d45eb
Deploying Gemma in Vertex AI Mark Ryan 2024-02-23 | Getting a first taste of the open Gemma model in the context of Vertex AIDocumentation: cloud.google.com/vertex-ai/docs/generative-ai/open-models/use-gemmaNotebook: github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_gemma_deployment_on_vertex.ipynbRelated article: markryan-69718.medium.com/deploying-gemma-in-vertex-ai-b65539753d35?sk=4def33cd0cfefaf56992781d8b9d748c
Tuning a base model in Vertex AI Mark Ryan 2024-01-29 | How to adapt a base text model / LLM in Vertex AI using a tuning dataset. Learn how to tune a base model, test the tuned model, and compare its results with the results from the base model.Related documentation:Vertex AI base models: cloud.google.com/vertex-ai/docs/generative-ai/learn/models#palm-modelsSample JSONL tuning datasets: cloud.google.com/vertex-ai/docs/generative-ai/models/tune-text-models-supervised#sample-datasetsDetails about text model tuning: cloud.google.com/vertex-ai/docs/generative-ai/models/tune-text-models-supervisedJSONL (JSON Lines) format: jsonlines.orgRelated article: markryan-69718.medium.com/tuning-an-llm-in-vertex-ai-f6e340736461?sk=275e5fb95e9713b9bd200db3ad3d45eb
Duet AI in Cloud Shell Editor Mark Ryan 2023-12-30 | Using Duet AI for Google Cloud in the context of Cloud Shell Editor
Grounding in Vertex AI Mark Ryan 2023-12-23 | Use a Vertex AI Search data store to ground model search in Vertex AIFor a description of how to create a Vertex AI Search data store, see youtu.be/kzuHyJ1xMrw
First taste of Gemini Mark Ryan 2023-12-22 | Try out Gemini in the context of Vertex AI on Google Cloud
Review of The Greatest Capitalist Who Ever Lived Mark Ryan 2023-12-20 | Review of the book by Ralph Watson McElvenny and Marc Wortman on Tom Watson Jr and the Epic Story of How IBM Created the Digital Age
Vertex AI Search Hello World Mark Ryan 2023-11-18 | Create a gen-ai powered search against documents that you specify
Vertex AI RAG tutorial Mark Ryan 2023-11-11 | Adapt LangChain Pinecone and RAG tutorials to work with Vertex AILangChain Pinecone tutorial: python.langchain.com/docs/integrations/vectorstores/pineconeLangChain RAG tutorial: python.langchain.com/docs/use_cases/question_answeringRelated article: markryan-69718.medium.com/rag-hello-world-for-vertex-ai-7d789ba99b31?sk=e62c212738a036d7ed3adafbc82ae1e0Repo: github.com/ryanmark1867/rag_experiment
Waymo trip Aug 2023 Mark Ryan 2023-09-03 | On a trip to San Francisco this week, a colleague kindly offered me the chance to take a ride in a driverless Waymo car. It was awesome!
Vertex AI Generative AI + Langchain to explore tabular datasets Mark Ryan 2023-07-02 | With Vertex AI Generative AI and the Langchain Pandas dataframe agent, explore tabular datasets with simple English statements.repo: github.com/ryanmark1867/langchain-pandasrelated article: markryan-69718.medium.com/unlocking-pandas-with-generative-ai-6de10da40a68?sk=b1f0548cb4fb506e91ade2bcd702f041Thanks to Codence for the music!
Creating a Vertex AI Pipeline Mark Ryan 2023-04-30 | Create a simple pipeline in Vertex AI that takes a CSV file as input, uses the Vertex AI SDK to train a model in a pre-built container, and deploys to the model to an endpoint.Code for the example shown in the video: github.com/ryanmark1867/deep_learning_ml_pipelineRelated article: medium.com/the-modern-scientist/training-a-custom-model-in-a-pre-built-vertex-ai-container-8a34e244db53?sk=5486fc72b783977e03f8215339d58596Thanks to Codence for the music.
Deploy a custom model to Vertex AI Mark Ryan 2023-04-29 | Steps to import a Keras model trained in Colab into Vertex AI, deploy the model to an endpoint, and validate the deployment.Related repo: github.com/ryanmark1867/deep_learning_web_deploymentRelated article: markryan-69718.medium.com/deploy-keras-models-with-vertex-ai-32e5b6d59f4f?sk=f36754de23fccdb3fa8a06b43c1271a9Thanks to Codence for the music.
A Taste of AI Test Kitchen Mark Ryan 2022-12-23 | Trying out the large language model demos in Google's AI Test Kitchen.Try it out yourself: https://blog.google/technology/ai/join-us-in-the-ai-test-kitchen/
GPT-3 vs ChatGPT Mark Ryan 2022-12-23 | Side-by-side comparison of ChatGPT and GPT-3.Related article: markryan-69718.medium.com/gpt-3-vs-chatgpt-4f8b43bc0706?sk=cc875eac65791e329fd910c5723a7bb5
Google Associate Cloud Engineer and Professional ML Engineer certification Mark Ryan 2022-12-19 | How I prepared for the ACE and Professional ML Engineer certifications.Official Google sites for these exams:cloud.google.com/certification/cloud-engineercloud.google.com/certification/machine-learning-engineerArticle with more details on my experience with the Professional ML Engineer certification:markryan-69718.medium.com/google-professional-machine-learning-engineer-certification-e9ce763f170?sk=7e4b514b1994b7dbdf04a19d0a2fc07f
Stable Diffusion vs DALL·E 2 Mark Ryan 2022-08-28 | Quick comparison of two text to image systems.Stable Diffusion Colab notebook: colab.research.google.com/drive/1uWCe41_BSRip4y4nlcB8ESQgKtr5BfrN?usp=sharingArticle with more comparisons: markryan-69718.medium.com/stable-diffusion-vs-dall-e-2-d57e1aacba62
AlphaFold for Everybody Mark Ryan 2022-02-06 | A new Google Cloud blog shows how to use Vertex AI to create a notebook where you can get protein structure predictions from DeepMind's AlphaFoldGoogle Cloud blog: cloud.google.com/blog/products/ai-machine-learning/running-alphafold-on-vertexaiMedium article describing the experiment in the video: markryan-69718.medium.com/alphafold-for-everybody-c73d40d4b56d?sk=37ff92ffdfb4d63d3dd99dc683c891beNote - I'm a Google employee but this video only includes my personal observations, not the official Google position.Thanks to Codence for the intro music.
Codex - a bridge between clouds Mark Ryan 2022-01-01 | Can OpenAI's Codex translate AWS commands into Google Cloud commands?Related article: towardsdatascience.com/codex-a-bridge-between-clouds-835250399fe9
Codex translates between Keras and fastai Mark Ryan 2021-11-07 | See how OpenAI's Codex can convert a simple deep learning solution for MNIST written using the Keras framework into fastai, and vice versa.Keras MNIST solution used as a starting point for Codex translation to fastai: github.com/PacktPublishing/Deep-Learning-with-fastai-Cookbook/blob/main/ch1/keras_sequential_api_hello_world.pyfastai MNIST solution used as a starting point for Codex translation to Keras: github.com/PacktPublishing/Deep-Learning-with-fastai-Cookbook/blob/main/ch1/mnist_hello_world.ipynbArticle on Keras to fastai translation by Codex: towardsdatascience.com/using-codex-to-translate-keras-to-fastai-8471a4596755Deep Learning with fastai cookbook: amazon.com/Deep-Learning-fastai-Cookbook-easy/dp/1800208103/ref=sr_1_1?crid=2DW26B3XW0UC8&keywords=deep+learning+with+fastai+cookbook&qid=1636313497&qsid=130-4637480-5001025&s=books&sprefix=deep+learning+with+fastai+cookbook%2Cstripbooks-intl-ship%2C120&sr=1-1&sres=1800208103%2CB08KG9HZ85%2C1492078190&srpt=ABIS_BOOKOther Codex experiments: - COBOL to JavaScript: youtu.be/2dYSMvlwFjg- COBOL to Python: youtu.be/uTIk2fifO50- generating JavaScript from English descriptions: youtu.be/d9sbsSA8xS4Thanks to Codence for the intro music.
Codex translates COBOL to JavaScript Mark Ryan 2021-10-20 | Show how Codex can generate working JavaScript from a COBOL program.Article containing the source COBOL: medium.com/@yvanscher/7-cobol-examples-with-explanations-ae1784b4d576Article with additional examples of COBOL to JavaScript via Codex: markryan-69718.medium.com/codex-translates-cobol-into-javascript-266205d606c0Intro to COBOL and Codex: youtu.be/uTIk2fifO50Thanks to Codence for the intro music.
Codex translates COBOL to Python Mark Ryan 2021-10-04 | Experiments to see how Codex can handle COBOLRelated article: towardsdatascience.com/back-to-the-future-with-codex-and-cobol-766782f5ae8fRepo with code from this video: github.com/ryanmark1867/codex_experimentOriginal COBOL sum program: codepoc.io/blog/cobol/4039/program-to-add-two-numbersRelated video on Codex: youtu.be/d9sbsSA8xS4Thanks to Codence for the music.
Codex first impressions Mark Ryan 2021-09-12 | Videos on GPT-3:- English to git: youtu.be/MoLfVG-8Z5A- movie trivia: youtu.be/ECeRjLkT01U- navigating the London Underground: youtu.be/790PiTSqi4Y- navigating the NYC subway: youtu.be/Xzb1Vc8dYAYArticle on a related Codex experiment: towardsdatascience.com/a-first-taste-of-codex-71385ee8aaa4
save and load fastai models Mark Ryan 2021-08-22 | Examples of how to save deep learning models trained with fastai and how to load them for (a) one-off tests in a notebook, and (b) deployment in a simple web applicationdeploying a fastai model trained on a tabular dataset: youtu.be/lLCeOPc82DIdeploying a fastai model trained on an image dataset: youtu.be/se4D7vX-n7IRepo containing the code described in this video: github.com/PacktPublishing/Deep-Learning-with-fastai-CookbookDeep Learning with fastai Cookbook: amazon.com/Deep-Learning-fastai-Cookbook-easy/dp/1800208103/ref=sr_1_1?crid=3TW3MMYC1J1U9&dchild=1&keywords=deep+learning+with+fastai+cookbook&qid=1629662388&s=books&sprefix=deep+learning+with+fastai%2Cstripbooks-intl-ship%2C170&sr=1-1
10 things I love about fastai Mark Ryan 2021-08-02 | A summary of the 10 things that I think make fastai a great platform for deep learning. Deep Learning with fastai Cookbook: amazon.com/Deep-Learning-fastai-Cookbook-easy/dp/1800208103/ref=sr_1_1?dchild=1&keywords=deep+learning+with+fastai+cookbook&qid=1627878512&sr=8-1
fastai callbacks Mark Ryan 2021-07-26 | This video describes how to use callbacks in fastai to control the training process. It also compares the fastai callbacks for early stopping and model saving with similar callbacks in Keras.fastai code shown in this video: github.com/PacktPublishing/Deep-Learning-with-fastai-Cookbook/blob/main/ch8/training_with_tabular_datasets_callbacks.ipynbKeras code shown in this video: github.com/ryanmark1867/deep_learning_for_structured_data/blob/master/notebooks/streetcar_model_training.ipynbArticle on this topic: markryan-69718.medium.com/using-fastai-callbacks-for-efficient-model-training-cb03160a5f17?sk=6f6e171c0486d258cc66df3b31bc766aDeep Learning with fastai cookbook: amazon.com/Deep-Learning-fastai-Cookbook-easy/dp/1800208103/ref=sr_1_1?dchild=1&keywords=deep+learning+with+fastai+cookbook&qid=1627266118&s=books&sr=1-1
fastai tabular dataset models Mark Ryan 2021-07-12 | Walk through a code example of training a fastai deep learning model with a tabular datasetCode described in this video: github.com/PacktPublishing/Deep-Learning-with-fastai-Cookbook/blob/main/ch3/training_with_tabular_datasets.ipynbUpcoming book, Deep Learning with fastai Cookbook, containing this example: https://t.co/4Cm8Dw8nVV?amp=1Video on the book Deep Learning with fastai Cookbook: youtu.be/hszjCrPn7jk
Deep Learning with fastai Cookbook Mark Ryan 2021-06-22 | Upcoming book from Packt on how to easily harness the power of deep learning using the fastai frameworkBook site: https://t.co/4Cm8Dw8nVV?amp=1Book repo: github.com/PacktPublishing/Deep-Learning-with-fastai-CookbookVideo with details on fastai tabular data models: youtu.be/SN9ZdsPC4gk
fastai model deployment Mark Ryan 2021-05-31 | How to deploy a fastai model in a web application on Windows.Related article: towardsdatascience.com/deploying-a-fastai-model-on-windows-with-flask-c8846e6b9800Related videos: youtu.be/3d6rGGyPR5c, youtu.be/wCMuQD2QBMkGit repo with the code for the web deployment described in this video: github.com/ryanmark1867/fastai_deployment
fastai vs Keras (part 2) Mark Ryan 2021-04-26 | Comparison of the fastai and Keras deep learning frameworks in two aspects: curated datasets and environments on which to run the frameworks.More on fastai vs Keras: youtu.be/3d6rGGyPR5cMore on fastai curated datasets: medium.com/swlh/getting-the-most-out-of-fastai-curated-datasets-47ebe69ea3fcRepo containing MNIST examples for fastai and Keras: github.com/ryanmark1867/fastai_vs_kerasThanks to Codence for the excellent musical track.
end to end deep learning liveProjects Mark Ryan 2021-04-03 | Introduction to upcoming Manning liveProjects on end-to-end deep learning with tabular datasets.Links to the liveProjects: manning.com/bundles/end-to-end-deep-learning-for-price-predictionPrepare Tabular Data: manning.com/liveproject/prepare-tabular-dataTrain a DL Model: manning.com/liveproject/train-a-dl-modelDeploy a DL Model: manning.com/liveproject/deploy-a-dl-modelMy gratitude to Codence for the awesome music.Deep Learning with Structure Data from Manning: manning.com/books/deep-learning-with-structured-data
Review of Genius Makers by Cade Metz Mark Ryan 2021-03-22 | A quick review of Cade Metz's excellent new history of AI.Check out my book Deep Learning with Structured Data: manning.com/books/deep-learning-with-structured-data
GPT-3 navigates the New York subway Mark Ryan 2021-02-28 | Apply a simple Python harness and a set of prompts to see if GPT-3 can navigate between stations in the NYC subway system.code repo: github.com/ryanmark1867/tube_assistantarticle describing the code: link.medium.com/1ZkadYDLfebMTA dynamic subway map: map.mta.infoGPT-3 navigates the London Underground: youtu.be/790PiTSqi4Y
fastai curated datasets Mark Ryan 2021-01-26 | A quick tour through the curated datasets provided by the fastai deep learning platformrepo containing the MNIST examples shown in this video: github.com/ryanmark1867/fastai_vs_kerasfastai curated dataset documentation show in this video: course.fast.ai/datasets
fastai vs Keras Mark Ryan 2021-01-09 | A quick comparison of the two high-level frameworks for deep learning: fastai and Kerasrepo containing the MNIST examples shown in this video: github.com/ryanmark1867/fastai_vs_kerasfastai book mentioned in the video: amazon.com/Deep-Learning-Coders-fastai-PyTorch/dp/1492045527/ref=sr_1_1?crid=JC4GZ8HYVA8Y&dchild=1&keywords=fastai+book&qid=1610224205&sprefix=fastai%2Caps%2C265&sr=8-1
GPT 3 navigating the London Underground Mark Ryan 2020-11-19 | Using GPT-3 to navigate between stations on the London Underground.Article with more details: towardsdatascience.com/on-the-tube-with-gpt-3-6f9572e88292Repo with code from the video: github.com/ryanmark1867/tube_assistantStock images: shutterstock.com
Deep Learning with Structured Data (Part 2) Mark Ryan 2020-11-13 | More technical background on my upcoming book "Deep Learning with Structured Data" from Manning Publications.Book site: manning.com/books/deep-learning-with-structured-data?query=deep%20learning%20with%20struRepo for accompanying code: github.com/ryanmark1867/deep_learning_for_structured_data
Deep Learning with Structured Data: a book on applying deep learning to tabular data Mark Ryan 2020-11-12 | Introduction to my upcoming book "Deep Learning with Structured Data" from Manning Publications.Book site: manning.com/books/deep-learning-with-structured-data?query=deep%20learning%20with%20struRepo for accompanying code: github.com/ryanmark1867/deep_learning_for_structured_data
GPT-3 vs. a Rasa chatbot Mark Ryan 2020-09-10 | This video compares the performance of GPT-3 and a Rasa chatbot when asked a series of movie trivia questions. The Rasa chatbot has been painstakingly trained on movie details, while GPT-3 is answering the questions right "out of the box".Article that describes the comparison in more detail: towardsdatascience.com/gpt-3-vs-rasa-chatbots-8b3041daf91dRepo with the code for the Rasa chatbot: github.com/ryanmark1867/chatbot_production
GPT-3 translates English to git commands Mark Ryan 2020-09-09 | Use GPT-3 to translate English language descriptions into git commands.Article with details: towardsdatascience.com/replacing-my-git-cheat-sheet-with-gpt-3-69223e58626frepo: github.com/ryanmark1867/git_assistant
CP Rail Havelock subdivision - Locust Hill Mark Ryan 2014-05-02 | CP train on Havelock subdivision, Highway 7 in Locust Hill. I've driven past this rail line for 11 years, heard the train whistle at night, but never actually seen a train anywhere on this line. Until tonight! I couldn't believe it when I saw the crossing lights flashing for the first time in 11 years, and then I couldn't believe my luck when I was able to stop the car and get some video. To make my joy complete, all I need to see is a passenger train (RDC, preferably) on this line before I retire. C'mon Dean Del Mastro - make it happen!
