freeCodeCamp.org | Azure AI Engineer Associate Certification (AI-102) – Full Course to PASS the Exam @freecodecamp | Uploaded September 2024 | Updated October 2024, 1 hour ago.
Prepare for the Azure AI Engineer Associate Certification and pass! Learn to design and implement an Azure AI solution using Azure AI services, Azure AI Search, and Azure Open AI.
Course page: exampro.co/ai-102
✏️ Course developed by Andrew Brown of ExamPro. @ExamProChannel
Introduction
00:01:17 Introduction
00:08:35 Exam Guide Breakdown
Setup
00:18:41 Setup Dev Env
01:06:13 Setup OpenAI Studio and AI Studio
Gen AI Primer
01:13:35 AI vs GenAI
01:17:34 What is a Foundational Model
01:18:52 What is a Large Language Model
01:20:36 Transformer Architecture
01:23:37 Tokenization
01:25:36 Tokens and Capacity
01:27:59 Embeddings
01:31:06 Positional Encoding
01:32:32 Attention
ML and AI Concepts
01:35:42 Supervised and Unsupervised Reinforcement
01:37:08 Neural Networks and Deep Learning
01:39:24 GPU
01:40:20 CUDA
01:41:28 Juypter Notebooks
Responsible AI
01:42:43 Responsible AI
01:43:36 Fairness
01:44:35 Reliability and safety
01:45:27 Privacy and security
01:46:12 Inclusiveness
01:46:51 Transparency
01:47:27 Accountability
01:48:12 Guidelines for Human AI Interaction
01:48:31 Guidelines for Human AI Interaction Follow Along
02:00:00 Responsible AI Standard V2
02:00:51 Responsible AI Standard V2
02:02:21 RAI Transparency Report
Azure AI Services
02:03:07 Azure AI Services
02:04:45 Azure AI Services Containers
02:07:44 Azure AI Services Diagnostic Logging
02:10:58 Setup Azure AI Services API
02:20:25 Azure AI Services Containers
02:43:35 Azure AI Services Diagnostic Logging
02:55:06 Azure AI Services vs Azure AI Studio
02:58:24 Azure OpenAI Service
03:00:25 Azure OpenAI Studio
03:01:58 Azure OpenAI Service Models
03:10:52 Azure OpenAI Service Deployment Types
03:13:50 Basic Prompt Engineering and API
03:56:58 Deploy a Third Party Model
04:02:21 Deploy LLM to Web App
04:15:57 Completion Model Temperature and Top P
04:30:03 Prompt Flow Basics
05:01:16 Prompt Flow Programmatic
06:22:54 Prompt Flow Evals
06:56:00 Fine Tunning LLMs
07:04:28 Fine Tune Babbage
07:31:02 Dalle
Azure AI Search
07:47:06 What is RAG
07:54:13 What is Document Cracking
07:59:06 What is HNSW
08:01:36 What is Semantic Ranking
08:05:22 Azure AI Search
08:10:17 Azure AI Search
09:05:16 RAG with Azure AI Search
Text Analytics
09:53:18 Natural Language Processing
09:55:55 Text Analytics Text Extract Sentiment Analysis PII
10:31:38 Text Analytics Extraction
Computer Vision
10:46:19 Computer Vision
10:49:01 Computer Vision
10:52:43 Azure AI Vision Studio
10:53:40 Azure AI Vision Tour
10:59:05 Image Analysis SDK
11:01:21 OCR Computer Vision
11:02:41 OCR
Custom Vision
11:07:34 Introduction to Custom Vision
11:08:18 Project Types and Domains
11:11:14 Custom Vision Features
11:13:52 Custom Vision Classification
11:20:30 Custom Vision Object Detection
Document Intelligence
11:26:26 Azure AI Document Intelligence
11:27:21 Document Intelligence Studio
11:32:33 Document Intelligence Studio Custom Model
11:43:04 Form Recognizer
Speech API
11:51:24 Speech API
AI Video Indexer
12:24:29 AI Video Indexer
Content Safety
12:37:48 Azure AI Content Safety API
12:38:38 Azure AI Content Safety Studio
12:42:07 Content Safety
Langauge Undersatnd and QnA
13:03:17 Language Understanding and Qna Moved
13:08:57 LUIS
13:11:22 QnA Maker
13:15:43 QnAMaker
13:34:17 LUIS
Face Service
13:40:02 Face Service
13:41:50 Face Service
Cleanup
13:45:02 Cleanup
Prepare for the Azure AI Engineer Associate Certification and pass! Learn to design and implement an Azure AI solution using Azure AI services, Azure AI Search, and Azure Open AI.
Course page: exampro.co/ai-102
✏️ Course developed by Andrew Brown of ExamPro. @ExamProChannel
Introduction
00:01:17 Introduction
00:08:35 Exam Guide Breakdown
Setup
00:18:41 Setup Dev Env
01:06:13 Setup OpenAI Studio and AI Studio
Gen AI Primer
01:13:35 AI vs GenAI
01:17:34 What is a Foundational Model
01:18:52 What is a Large Language Model
01:20:36 Transformer Architecture
01:23:37 Tokenization
01:25:36 Tokens and Capacity
01:27:59 Embeddings
01:31:06 Positional Encoding
01:32:32 Attention
ML and AI Concepts
01:35:42 Supervised and Unsupervised Reinforcement
01:37:08 Neural Networks and Deep Learning
01:39:24 GPU
01:40:20 CUDA
01:41:28 Juypter Notebooks
Responsible AI
01:42:43 Responsible AI
01:43:36 Fairness
01:44:35 Reliability and safety
01:45:27 Privacy and security
01:46:12 Inclusiveness
01:46:51 Transparency
01:47:27 Accountability
01:48:12 Guidelines for Human AI Interaction
01:48:31 Guidelines for Human AI Interaction Follow Along
02:00:00 Responsible AI Standard V2
02:00:51 Responsible AI Standard V2
02:02:21 RAI Transparency Report
Azure AI Services
02:03:07 Azure AI Services
02:04:45 Azure AI Services Containers
02:07:44 Azure AI Services Diagnostic Logging
02:10:58 Setup Azure AI Services API
02:20:25 Azure AI Services Containers
02:43:35 Azure AI Services Diagnostic Logging
02:55:06 Azure AI Services vs Azure AI Studio
02:58:24 Azure OpenAI Service
03:00:25 Azure OpenAI Studio
03:01:58 Azure OpenAI Service Models
03:10:52 Azure OpenAI Service Deployment Types
03:13:50 Basic Prompt Engineering and API
03:56:58 Deploy a Third Party Model
04:02:21 Deploy LLM to Web App
04:15:57 Completion Model Temperature and Top P
04:30:03 Prompt Flow Basics
05:01:16 Prompt Flow Programmatic
06:22:54 Prompt Flow Evals
06:56:00 Fine Tunning LLMs
07:04:28 Fine Tune Babbage
07:31:02 Dalle
Azure AI Search
07:47:06 What is RAG
07:54:13 What is Document Cracking
07:59:06 What is HNSW
08:01:36 What is Semantic Ranking
08:05:22 Azure AI Search
08:10:17 Azure AI Search
09:05:16 RAG with Azure AI Search
Text Analytics
09:53:18 Natural Language Processing
09:55:55 Text Analytics Text Extract Sentiment Analysis PII
10:31:38 Text Analytics Extraction
Computer Vision
10:46:19 Computer Vision
10:49:01 Computer Vision
10:52:43 Azure AI Vision Studio
10:53:40 Azure AI Vision Tour
10:59:05 Image Analysis SDK
11:01:21 OCR Computer Vision
11:02:41 OCR
Custom Vision
11:07:34 Introduction to Custom Vision
11:08:18 Project Types and Domains
11:11:14 Custom Vision Features
11:13:52 Custom Vision Classification
11:20:30 Custom Vision Object Detection
Document Intelligence
11:26:26 Azure AI Document Intelligence
11:27:21 Document Intelligence Studio
11:32:33 Document Intelligence Studio Custom Model
11:43:04 Form Recognizer
Speech API
11:51:24 Speech API
AI Video Indexer
12:24:29 AI Video Indexer
Content Safety
12:37:48 Azure AI Content Safety API
12:38:38 Azure AI Content Safety Studio
12:42:07 Content Safety
Langauge Undersatnd and QnA
13:03:17 Language Understanding and Qna Moved
13:08:57 LUIS
13:11:22 QnA Maker
13:15:43 QnAMaker
13:34:17 LUIS
Face Service
13:40:02 Face Service
13:41:50 Face Service
Cleanup
13:45:02 Cleanup
![How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]](https://i.ytimg.com/vi/skg2XRUMcGQ/hqdefault.jpg "How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]
On this weeks episode of the podcast, freeCodeCamp founder Quincy Larson interviews Dr. Chuck. Hes a software engineer and Computer Science professor at University of Michigan, which has one of the top-ranked CS programs in the world.
Dr. Charles Chuck Severance is also creator of many popular free learning resources like his Python for Everyone and C for Everyone, which millions of students have taken over the past decade.
We talk about:
- What separates a Master Programmer from an average developer, and how to become one
- Dr. Chucks mission to make programming knowledge freely available
- The fundamental shortcomings of how Computer Science is currently taught at universities – even elite universities like the one hes a professor at
- Dr. Chucks theories on recent tech layoffs and what he thinks the near future holds
- Dr. Chucks love of racing $2,500 cars that he revives from the junk yard, and flying planes
Can you guess what song Im playing on my bass during the intro? Its from a 1973 song.
Be sure to follow The freeCodeCamp podcast in your favorite podcast app. And share this podcast with a friend. Lets inspire more folks to learn to code and build careers for themselves in tech.
Also, I want to thank the 9,331 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate
Links we talk about during our conversation:
- Dr. Chucks latest freeCodeCamp course on C programming: https://www.freecodecamp.org/news/complete-c-programming-course-from-dr-chuck/
- Dr. Chucks Python for Everyone freeCodeCamp Course: https://www.freecodecamp.org/news/python-for-everybody/
- Kylie Yings popular Machine Learning for Everyone course inspired by Dr. Chuck: https://www.freecodecamp.org/news/machine-learning-for-everybody/
- Dr. Chucks website with his free interactive coursework: https://online.dr-chuck.com/
0:00:00 Introduction and Background
0:02:20 Programming as an Art and Craft
0:13:11 The Importance of Hardware
0:43:16 Privacy and Auto-Expiring Data
0:44:31 Challenges in Learning Management Systems
0:46:08 Auto-Expiring Data and Privacy Standards
0:47:37 Teaching Technical Skills in High School
0:54:18 Togetherness in the Free Code Camp Community
1:15:02 The Limitations of AI and Looking Forward
1:20:20 The Importance of Free Code Camp in Education
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news")
![Rahul Pandey quit his $800,000/year FAANG developer job to build a startup [Podcast #139]](https://i.ytimg.com/vi/v2iRCaIfiSc/hqdefault.jpg "Rahul Pandey quit his $800,000/year FAANG developer job to build a startup [Podcast #139]
On this weeks episode of the podcast, freeCodeCamp founder Quincy Larson interviews Rahul Pandey. Hes a software engineer who left his $800K / year FAANG job to build his own startup.
We talk about:
- The post-layoff developer job landscape
- Developer interviews and how to differentiate yourself
- Why salary negotiation still makes sense
- His belief that 10x engineers exist – and even 100x and 1000x developers
Can you guess what song Im playing on my bass during the intro? Its from
Also, I want to thank the 10,443 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate
Links we talk about during our conversation:
- Rahuls Android app tutorial on freeCodeCamp (4 hour watch): https://www.freecodecamp.org/news/learn-how-to-build-and-publish-an-android-app-from-scratch/
- Rahuls video about post-college job offers: https://www.youtube.com/watch?v=rceUVaiXQgU
- Taro, Rahuls company: https://www.jointaro.com/
- The story of a software engineer who moves back to India to run his fathers chemical business after his death: https://anandsanwal.me/2018/06/19/dad-company-sale/
- Conference talk about the correlation between interest rates and developer hiring, by Pragmatic Engineer: https://www.youtube.com/watch?v=VpPPHDxR9aM
- Rahul on LinkedIn: https://www.linkedin.com/in/rpandey1234/
Chapters
0:00:00 Introduction and Background
0:08:44 The Power of High-Achieving Peers
0:12:41 Quantity Leads to Quality
0:21:53 The Fear of Missing Out (FOMO) in Decision-Making
0:24:53 The Value of the Journey
0:27:30 Navigating the Transition from Startup to Acquisition
0:31:10 The Value of Working in a Structured Environment
0:33:23 The Importance of Specialization and Depth
0:36:45 The Impact of Interest Rates on the Tech Industry
0:54:04 Becoming a Top Performer in Your Field
1:01:16 Becoming a 10x Developer - Focusing on What Matters
1:04:46 The Power of Soft Skills in Career Growth
1:08:23 Building Trust and Credibility on LinkedIn
1:21:31 The Future of Coding Jobs and Leveraging Unfair Advantages")
![Open Source is Changing. Quincy interviews Jerod Santo, host of The Changelog [Podcast #125]](https://i.ytimg.com/vi/vfcqsP99U90/hqdefault.jpg "Open Source is Changing. Quincy interviews Jerod Santo, host of The Changelog [Podcast #125]
On this weeks episode of the podcast, freeCodeCamp founder Quincy Larson interviews Jerod Santo, host of The Changelog, a podcast about open source software development that has been going strong for 15 years.
Jerod is plugged in to the world of Open Source, going to all the big conferences and interviewing all the big open source creators.
We have a fun, wide-reaching conversation about some of the current issues facing open source, such as AI models and Relicensing – essentially, a big company closed-sourcing a previously open source project after they buy out its creator. (Fun fact: this cant happen to freeCodeCamp because charities cannot be bought or sold.)
I ask Jerod about:
- his life as a remote dev in Omaha, Nebraska, raising his 6 his kids
- the Changelog News podcast with its weekly 10 minutes of updates on the world of open source
- his process, and how he researches and surfaces interesting news for his show
- and how The Changelog commissioned 3 full albums worth of music over the years, which you can stream for free.
Can you guess what bass line Im playing during the intro? Its from a 1984 pop classic.
Be sure to follow The freeCodeCamp podcast in your favorite podcast app. And share this podcast with a friend. Lets inspire more folks to learn to code and build careers for themselves in tech.
Also, I want to thank the 9,331 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate
Links we talk about during our conversation:
- Jerods weekly Changelog News podcast that you should totally subscribe to (its free): https://changelog.com/news
- Jerod and Adam interview the head of the Open Source Initiative on AI models and open source, which he and I discussed during this podcast: https://changelog.com/podcast/578
- Changelog Beats: https://changelog.com/beats
- And of course, my interview with Jerod and Adam about their developer journeys, and the history of The Changelog on its 10th anniversary: https://www.freecodecamp.org/news/open-source-moves-fast-10-years-of-the-changelog/")
