Azure AI Fundamentals Certification 2024 (AI-900) - Full Course to PASS the Exam

Prepare for the Azure AI Fundamentals Certification (AI-900) and pass! This course has been updated for 2024.

✏️ Course developed by Andrew Brown of ExamPro. @ExamProChannel

⭐️ Contents ⭐️
☁️ Introduction
🎤 (00:00:00) Introduction to AI-900
🎤 (00:08:18) Exam Guide Breakdown

☁️ ML Introduction
🎤 (00:12:51) Layers of Machine Learning
🎤 (00:13:59) Key Elements of AI
🎤 (00:14:57) DataSets
🎤 (00:16:37) Labeling
🎤 (00:17:43) Supervised and Unsupervised Reinforcement
🎤 (00:19:09) Netural Networks and Deep Learning
🎤 (00:21:25) GPU
🎤 (00:22:21) CUDA
🎤 (00:23:29) Simple ML Pipeline
🎤 (00:25:39) Forecast vs Prediction
🎤 (00:26:24) Metrics
🎤 (00:27:58) Juypter Notebooks
🎤 (00:29:13) Regression
🎤 (00:30:50) Classification
🎤 (00:31:44) Clustering
🎤 (00:32:29) Confusion Matrix

☁️ Common AI Workloads
🎤 (00:34:06) Anomaly Detection AI
🎤 (00:34:59) Computer Vision AI
🎤 (00:37:05) Natural Language Processing AI
🎤 (00:38:42) Conversational AI

☁️ Responsible AI
🎤 (00:40:16) Responsible AI
🎤 (00:41:09) Fairness
🎤 (00:42:08) Reliability and safety
🎤 (00:43:00) Privacy and security
🎤 (00:43:45) Inclusiveness
🎤 (00:44:24) Transparency
🎤 (00:45:00) Accountability
🎤 (00:45:45) Guidelines for Human AI Interaction
🎤 (00:46:04) Follow Along Guidelines for Human AI Interaction

☁️ Congitive Services
🎤 (00:57:33) Azure Cognitive Services
🎤 (00:59:41) Congitive API Key and Endpoint
🎤 (01:00:08) Knowledge Mining
🎤 (01:04:42) Face Service
🎤 (01:06:30) Speech and Translate Service
🎤 (01:08:04) Text Analytics
🎤 (01:11:02) OCR Computer Vision
🎤 (01:12:22) Form Recognizer
🎤 (01:14:48) Form Recognizer Custom Models
🎤 (01:15:34) Form Recognizer Prebuilt Models
🎤 (01:17:33) LUIS
🎤 (01:19:58) QnA Maker
🎤 (01:24:19) Azure Bot Service

☁️ ML Studio
🎤 (01:26:45) Azure Machine Learning Service
🎤 (01:28:10) Studio Overview
🎤 (01:29:39) Studio Compute
🎤 (01:30:48) Studio Data Labeling
🎤 (01:31:45) Data Stores
🎤 (01:32:34) Datasets
🎤 (01:33:44) Experiments
🎤 (01:34:16) Pipelines
🎤 (01:35:23) ML Designer
🎤 (01:36:07) Model Registry
🎤 (01:36:34) Endpoints
🎤 (01:37:50) Notebooks

☁️ AutoML
🎤 (01:38:41) Introduction to AutoML
🎤 (01:41:15) Data Guard Rails
🎤 (01:42:01) Automatic Featurization
🎤 (01:43:53) Model Selection
🎤 (01:44:57) Explanation
🎤 (01:45:51) Primary Metrics
🎤 (01:47:43) Validation Type

☁️ Custom Vision
🎤 (01:48:14) Introduction to Custom Vision
🎤 (01:48:58) Project Types and Domains
🎤 (01:51:54) Custom Vision Features

☁️ Features of generative AI solutions
🎤 (01:54:32) AI vs Generative AI
🎤 (01:57:17) What is a LLM Large Language Model
🎤 (01:58:58) Transformer models
🎤 (02:00:14) Tokenization
🎤 (02:01:26) Embeddings
🎤 (02:02:46) Positional encoding
🎤 (02:04:27) Attention

☁️ Capabilities of Azure OpenAI Service
🎤 (02:08:01) Introduction to Azure OpenAI Service
🎤 (02:10:29) Azure OpenAI Studio
🎤 (02:11:44) Azure OpenAI service pricing
🎤 (02:13:14) What are Copilots
🎤 (02:15:43) Prompt engineering
🎤 (02:18:51) Grounding
🎤 (02:20:36) Copilot demo

☁️ Follow Alongs
🎤 (02:24:04) Setup
🎤 (02:35:02) Computer Vision
🎤 (02:38:44) Custom Vision Classification
🎤 (02:45:22) Custom Vision Object Detection
🎤 (02:51:18) Face Service
🎤 (02:54:30) Form Recognizer
🎤 (02:58:01) OCR
🎤 (03:02:54) Text Analysis
🎤 (03:06:37) QnAMaker
🎤 (03:25:11) LUIS
🎤 (03:30:56) AutoML
🎤 (03:48:13) Designer
🎤 (03:58:31) MNIST
🎤 (04:18:10) Data Labeling
🎤 (04:22:38) Clean up

[mo_i_nas]

To everyone who's reading this

Don't take these YouTube courses for granted. I grew up in a time when we had to pay over $5, 000 and travel to another state for 5 days to get this type of training.

Make sure you like the videos. That's the least we can do

[andyn.]

Wow, I was just about to start watching the old AI-900 course when this one popped up in my list :). Thanks!

[dmlamarre]

At ~34mins - the confusion matrix - you have the false and true negatives switched. Predicted "No" + Actual "No" = True.

[tennisavellan]

Thank you Andrew for your content. I took the AI-900 today and passed it! I watched this tutorial and did the practice exam on your website. This is super helpful.

[SandyLearner]

hi @andrew Thanks for upload, Pls update ur Azure AZ-104 Admin course present in the channel as per new change in 2023 syllabus

[diptimondal]

Thank you for your content. I passed the AI-900 today!

[onedaytimewin]

what an absolutely incredible course. we are truly blessed to have this available for the world to see and learn from for free.

thank you free code camp. you are the first resource i used to learn to code and now you are the first resource i use to learn about A.I and ML.


<3 <3

[AdriftAcorn]

Wow what a great resource for knowledge!!! Thanks to you I passed my AI-900 exam today!! Your work is much appreciated!

[tneema]

Thanks a lot . Really helpful.. Today I just passed AI900 certification

[dianap]

there is really nothing else I can say other then the way this is explained and how it is brought up subject by subject and the fact that I can retain what is being mentioned is a miracle lol. The way you talk is exactly the way I think and study not sure how else to exaplin it.

[hari]

Thanks for posting this course. Really helping to learn more.

[mahendranath]

Wow, Thank you so much for sharing the knowledge 👍👌🫡🙏

[thekostekmarczak]

33:38 There is an error in confusion matrix, False Negatives and True Negatives should be switched

[cowtown]

Hey Andrew you’ve helped me so much in the past with certs in Azure, Oracle and AWS so thank you. Is there anyway you can do a course on the AI-102 for Azure on Exam Pro? I respond better to your teaching style. Thanks and cheers

[siddharthapatro]

Awesome content especially the practical part in the end ! Scored 942 in exam !! Thanks again !!

[BharathKumar-qqgc]

Dear Admin. its an awesome video. for learning purpose can we take the screenshot from this video ? or its a copyrights violation ?

[DonaldHenry-mijn]

This is absolutely awesome. A good confidence when starting road to AI industry. As a newbie, I wonder what courses I should take to be able to program something like the passed family character memorial interactions or those software robots who can chat and explain and comfort etc. Any hints? Thanks in advance.

[geraldjunior]

To my abilities and knowledge on ML pipelines, Models

[madmates]

thanks for the free tutorial, passed the exam today. wanted to add one observation from the exam, they are asking abt parameters in azure open ai studio, may be you can add some slides for that?

[josemariajatemmontero]

FYI The confusion matrix (33:10) is wrong: false negative and true negative should be flipped.