Summaries of DeepLearningAI Videos 📚

Mastering RLHF with AWS: A Hands-on Workshop on Reinforcement Learning from Human Feedback

#29 AI for Good Specialization [Course 1, Week 3, Lesson 1]

#22 Machine Learning Specialization [Course 1, Week 2, Lesson 1]

#27 AI for Good Specialization [Course 1, Week 2, Lesson 2]

#10 AI for Good Specialization [Course 1, Week 1, Lesson 3]

#14 AI for Good Specialization [Course 1, Week 2, Lesson 1]

New course with AWS: Serverless LLM apps with Amazon Bedrock

FastAPI for Machine Learning: Live coding an ML web application.

#32 AI for Good Specialization [Course 1, Week 3, Lesson 1]

#6 Machine Learning Specialization [Course 1, Week 1, Lesson 2]

#30 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 6]

#39 Machine Learning Specialization [Course 1, Week 3, Lesson 4]

#24 Machine Learning Specialization [Course 1, Week 2, Lesson 1]

C4W2L02 Classic Network

New course with LangChain: Build LLM Apps with LangChain.js

#17 Machine Learning Specialization [Course 1, Week 1, Lesson 4]

Train/Dev/Test Sets (C2W1L01)

Adam Optimization Algorithm (C2W2L08)

C4W3L04 Convolutional Implementation Sliding Windows

Data-centric AI: Real World Approaches

deeplearning.ai's Heroes of Deep Learning: Ian Goodfellow

New course with Neo4J: Knowledge Graphs for RAG

#7 Machine Learning Specialization [Course 1, Week 1, Lesson 2]

Forward Propagation in a Deep Network (C1W4L02)

Beyond Jupyter Notebooks: MLOps Environment Setup & First Deployment

Vectorizing Across Multiple Examples (C1W3L04)

#10 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 2]

How to Build, Evaluate, and Iterate on LLM Agents

#14 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 6]

DeepLearning.AI NLP Learner Community Event ft. Luis Alaniz

Broadcasting in Python (C1W2L15)

#34 Machine Learning Specialization [Course 1, Week 3, Lesson 2]

TensorFlow (C2W3L11)

Single Number Evaluation Metric (C3W1L03)

C4W4L10 Style Cost Function

#5 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 5]

Exponentially Weighted Averages (C2W2L03)

#4 Machine Learning Specialization [Course 1, Week 1, Lesson 2]

Vanishing/Exploding Gradients (C2W1L10)

Why Regularization Reduces Overfitting (C2W1L05)

#8 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 8]

#41 Machine Learning Specialization [Course 1, Week 3, Lesson 4]

Random Initialization (C1W3L11)

Quick Tour of Jupyter/iPython Notebooks (C1W2L17)

#5 AI for Good Specialization [Course 1, Week 1, Lesson 2]

Branching out of the Notebook: ML Application Development with GitHub

Pie & AI Medellín: A Discussion with Andrew Ng and Helmuth Trefftz

#1 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 1]

#37 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 13]

Gradient Checking Implementation Notes (C2W1L14)

#24 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 16]

Heroes of NLP: Oren Etzioni

Explanation For Vectorized Implementation (C1W3L05)

Derivatives Of Activation Functions (C1W3L08)

#28 AI for Good Specialization [Course 1, Week 2, Lesson 2]

#22 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 14]

AI X Real World

#16 Machine Learning Specialization [Course 1, Week 1, Lesson 4]

#13 AI for Good Specialization [Course 1, Week 2, Lesson 1]

Transfer Learning (C3W2L07)

#1 AI for Good Specialization [Course 1, Week 1, Lesson 1]

DeepLearning.AI NLP Learner Community Event ft.Valeri Voev

Mitigating LLM Hallucinations with a Metrics-First Evaluation Framework

Train/Dev/Test Set Distributions (C3W1L05)

AI Access: Integrating Design and Technical Innovation in AI-First Products

#27 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 3]

#29 Machine Learning Specialization [Course 1, Week 2, Lesson 2]

New course with Meta: Prompt Engineering with Llama 2

DeepLearning.AI Learner Community Event ft. Neelesh Kamkolkar

#11 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 3]

#33 Machine Learning Specialization [Course 1, Week 3, Lesson 1]

#9 Machine Learning Specialization [Course 1, Week 1, Lesson 3]

#15 Machine Learning Specialization [Course 1, Week 1, Lesson 4]

LangChain for LLM Application Development: A short course by DeepLearning.AI

C5W3L03 Beam Search

C4W1L09 Pooling Layers

#27 Machine Learning Specialization [Course 1, Week 2, Lesson 2]

#26 Machine Learning Specialization [Course 1, Week 2, Lesson 2]

#25 Machine Learning Specialization [Course 1, Week 2, Lesson 2]

#28 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 4]

deeplearning.ai Learner Community Event ft. Roger Smith

[AI Access] Applied Analytics from End-to-End

Explanation of Logistic Regression's Cost Function (C1W2L18)

Neural Network Representations (C1W3L02)

Build First System Quickly, Then Iterate (C3W2L03)

#11 AI for Good Specialization [Course 1, Week 2, Lesson 1]

The Problem of Local Optima (C2W3L10)

C5W3L02 Picking the most likely sentence

The Impact of AI for Social Good

Navigating LLM Threats: Detecting Prompt Injections and Jailbreaks

#19 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 11]

deeplearning.ai's Heroes of Deep Learning: Yuanqing Lin

#21 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 13]

#4 AI for Good Specialization [Course 1, Week 1, Lesson 1]

C4W4L01 What is face recognition

What is end-to-end deep learning? (C3W2L09)

#2 AI for Good Specialization [Course 1, Week 1, Lesson 1]

C4W2L06 Inception Network Motivation

LangChain: Chat with Your Data by DeepLearning.AI Now Available

A Note on Python/Numpy Vectors (C1W2L16)

Break into NLP hosted by deeplearning.ai

#28 Machine Learning Specialization [Course 1, Week 2, Lesson 2]

Break into AI: I took an online course, what's next?

Fitting Batch Norm Into Neural Networks (C2W3L05)

Prioritizing AI/ML Projects in Your Organization

Machine Learning Engineering for Production (MLOps)

C3W1L08 WhyHumanLevelPerformance

C4W1L07 One Layer of a Convolutional Net

Building with Instruction-Tuned LLMs: A Step-by-Step Guide

DeepLearning.AI NLP Learner Community Event ft. Sachin Wani

C4W3L08 Anchor Boxes

Practical Data Science on AWS: Generative AI

Step-by-Step Natural Language Processing Workshop: From Data to Deployment

#9 AI for Good Specialization [Course 1, Week 1, Lesson 3]

#31 AI for Good Specialization [Course 1, Week 3, Lesson 1]

Welcome (Deep Learning Specialization C1W1L01)

#23 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 15]

Ask Me Anything about Natural Language Processing (NLP)

Addressing Data Mismatch (C3W2L06)

#29 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 5]

#18 Machine Learning Specialization [Course 1, Week 1, Lesson 4]

#17 AI for Good Specialization [Course 1, Week 2, Lesson 1]

Tuning Process (C2W3L01)

Orthogonalization (C3W1L02 )

#33 AI for Good Specialization [Course 1, Week 3, Lesson 1]

Grow Your Career in the Industry as an ML Practitioner

Derivatives (C1W2L05)

New course with Giskard: Red Teaming LLM Applications

More Vectorization Examples (C1W2L12)

Batch Norm At Test Time (C2W3L07)

Cleaning Up Incorrectly Labelled Data (C3W2L02)

Activation Functions (C1W3L06)

#20 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 12]

Andrew Ng at Amazon re:MARS 2019

How to transition into a career in ML/AI

#8 Machine Learning Specialization [Course 1, Week 1, Lesson 2]

#38 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 14]

Multitask Learning (C3W2L08)

C4W2L04 Why ResNets Work

#38 Machine Learning Specialization [Course 1, Week 3, Lesson 4]

#12 AI for Good Specialization [Course 1, Week 2, Lesson 1]

Training and Testing on Different Distributions (C3W2L04)

#12 Machine Learning Specialization [Course 1, Week 1, Lesson 3]

#30 Machine Learning Specialization [Course 1, Week 2, Lesson 2]

Forward and Backward Propagation (C1W4L06)

Climbing the Corporate AI Ladder -DeepLearning.AI & FourthBrain

#20 AI for Good Specialization [Course 1, Week 2, Lesson 2]

Binary Classification (C1W2L01)

#8 AI for Good Specialization [Course 1, Week 1, Lesson 2]

#23 Machine Learning Specialization [Course 1, Week 2, Lesson 1]

#7 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 7]

#35 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 11]

C4W2L07 Inception Network

Derivatives With Computation Graphs (C1W2L08)

#19 Machine Learning Specialization [Course 1, Week 1, Lesson 4]

#10 Machine Learning Specialization [Course 1, Week 1, Lesson 3]

C4W3L06 Intersection Over Union

C5W3L10 Trigger Word Detection

Bias and Variance With Mismatched Data (C3W2L05)

Supervised Learning with a Neural Network (C1W1L03)

Building Production-Grade LLM Apps

#36 AI for Good Specialization [Course 1, Week 3, Lesson 2]

Aligning LLMs with Direct Preference Optimization

Why is deep learning taking off? (C1W1L04)

#24 AI for Good Specialization [Course 1, Week 2, Lesson 2]

C4W3L01 Object Localization

#3 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 3]

C4W4L11 1D and 3D Generalizations

Protecting Front line American Healthcare Workers Fighting COVID19: Lessons from South Korea

How To Read AI Research Papers Effectively

#6 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 6]

AI+X: AI Innovation in Healthcare

#26 AI for Good Specialization [Course 1, Week 2, Lesson 2]

#5 Machine Learning Specialization [Course 1, Week 1, Lesson 2]

C4W2L11 State of Computer Vision

#15 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 7]

Bias Correction of Exponentially Weighted Averages (C2W2L05)

Efficient Fine-Tuning for Llama-v2-7b on a Single GPU

RMSProp (C2W2L07)

Understanding Exponentially Weighted Averages (C2W2L04)

Bias/Variance (C2W1L02)

#36 Machine Learning Specialization [Course 1, Week 3, Lesson 3]

#21 AI for Good Specialization [Course 1, Week 2, Lesson 2]

Logistic Regression Cost Function (C1W2L03)

#34 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 10]

#12 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 4]

DeepLearning.AI NLP Learner Community Event ft. Nikesh Bajaj

Other Regularization Methods (C2W1L08)

#21 Machine Learning Specialization [Course 1, Week 2, Lesson 1]

#16 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 8]

Data Scientist vs. Machine Learning Engineer

C4W3L03 Object Detection

C4W1L08 Simple Convolutional Network Example

#32 Machine Learning Specialization [Course 1, Week 3, Lesson 1]

#14 Machine Learning Specialization [Course 1, Week 1, Lesson 3]

#20 Machine Learning Specialization [Course 1, Week 1, Lesson 4]

When to Change Dev/Test Sets (C3W1L07)

Neural Network Overview (C1W3L01)

#37 Machine Learning Specialization [Course 1, Week 3, Lesson 4]

C4W2L05 Network In Network

Founding an AI Startup: Dos & Don'ts of Building a Company

New course with Google Cloud: Reinforcement Learning from Human Feedback (RLHF)

C4W3L02 Landmark Detection

#22 AI for Good Specialization [Course 1, Week 1, Lesson 1]

Computation Graph (C1W2L07)

#18 AI for Good Specialization [Course 1, Week 2, Lesson 1]

#30 AI for Good Specialization [Course 1, Week 3, Lesson 1]

Whether to Use End-To-End Deep Learning (C3W2L10)

Using an Appropriate Scale (C2W3L02)

Learner Spotlight: My Journey into AI

Hyperparameter Tuning in Practice (C2W3L03)

Numerical Approximations of Gradients (C2W1L12)

Ones To Watch: Christine Payne

DeepLearning.AI NLP Learner Community Event ft. Mo Rebaie

AI + X: Don’t Switch Careers, Add AI

Why Deep Representations? (C1W4L04)

C4W4L02 One Shot Learning

Vectorization (C1W2L11)

Computing Neural Network Output (C1W3L03)

What is a Neural Network? (C1W1L02)

C5W3L04 Refining Beam Search

New course with Hugging Face: Open Source Models with Hugging Face

Deep Dive into LLM Evaluation with Weights & Biases

#3 AI for Good Specialization [Course 1, Week 1, Lesson 1]

GANs for Good- A Virtual Expert Panel by DeepLearning.AI

Understanding Human-Level Performance? (C3W1L10)

deeplearning.ai's Heroes of Deep Learning: Yoshua Bengio

Prompt-Engineering for Open-Source LLMs

DeepLearning.AI Learner Community Event ft. Ghaith Sankari

Turbocharge Your RAG Applications with Powerful RAG Analytics

Softmax Regression (C2W3L08)

Learning Rate Decay (C2W2L09)

#11 Machine Learning Specialization [Course 1, Week 1, Lesson 3]

Normalizing Activations in a Network (C2W3L04)

#25 AI for Good Specialization [Course 1, Week 2, Lesson 2]

Pie & AI: Real-world AI Applications in Medicine

#2 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 1, Lesson 2]

#6 AI for Good Specialization [Course 1, Week 1, Lesson 2]

Why Non-linear Activation Functions (C1W3L07)

Heroes of NLP: Chris Manning

Expert Panel: Optimizing BizOps with AI

Pathways in Machine Learning/Data Science

#34 AI for Good Specialization [Course 1, Week 3, Lesson 1]

Normalizing Inputs (C2W1L09)

C4W2L09 Transfer Learning

#16 AI for Good Specialization [Course 1, Week 2, Lesson 1]

#31 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 7]

Building Multi-Modal Search with Vector Databases

Pie & AI: TensorFlow Specialization Launch @ Google HQ

#17 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 9]

Carrying Out Error Analysis (C3W2L01)

Satisficing and Optimizing Metrics (C3W1L04)

#35 AI for Good Specialization [Course 1, Week 3, Lesson 1]

LLM Agent Fine-Tuning: Enhancing Task Automation with Weights & Biases

Sizeof Dev and Test Sets (C3W1L06)

AI for Good: A discussion on addressing real-world problems with AI

Landing an ML Job- secrets from technical recruiters

C4W1L05 Strided Convolutions

deeplearning.ai's Heroes of Deep Learning: Yann LeCun

C5W3L09 SpeechRecog

Landing a Job in AI: Hiring Secrets from Technical Recruiters

#33 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 9]

#40 Machine Learning Specialization [Course 1, Week 3, Lesson 4]

#39 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 15]

Building Blocks of a Deep Neural Network (C1W4L05)

Surpassing Human-Level Performance (C3W1L11)

Basic Recipe for Machine Learning (C2W1L03)

Getting Matrix Dimensions Right (C1W4L03)

Heroes of NLP: Quoc Le

C4W2L01 Why look at case studies?

#2 Machine Learning Specialization [Course 1, Week 1, Lesson 1]

Backpropagation Intuition (C1W3L10)

#31 Machine Learning Specialization [Course 1, Week 3, Lesson 1]

#15 AI for Good Specialization [Course 1, Week 2, Lesson 1]

#7 AI for Good Specialization [Course 1, Week 1, Lesson 2]

XAI: Learning Fairness with Interpretable Machine

#3 Machine Learning Specialization [Course 1, Week 1, Lesson 2]

#25 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 1]

C4W1L11 Why Convolutions

C4W1L01 Computer Vision

Yann LeCun and Andrew Ng: Why the 6-month AI Pause is a Bad Idea

#13 Machine Learning Specialization [Course 1, Week 1, Lesson 3]

New course with Google Cloud: Understanding and Applying Text Embeddings with Vertex AI

C4W4L07 What are deep CNs learning?

deeplearning.ai's Heroes of Deep Learning: Andrej Karpathy

#32 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3, Lesson 8]

C4W4L03 Siamese Network

Vectorizing Logistic Regression's Gradient Computation (C1W2L14)

#13 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 2, Lesson 5]

Building Machine Learning Apps with Hugging Face: LLMs to Diffusion Modeling

Weight Initialization in a Deep Network (C2W1L11)

#26 Machine Learning Engineering for Production (MLOps) Specialization [Course 1, Week 3 Lesson 2]

A Chat with Andrew on MLOps: From Model-centric to Data-centric AI

C5W3L05 Error Analysis of Beam Search

Deep L-Layer Neural Network (C1W4L01)

Understanding Dropout (C2W1L07)

What does this have to do with the brain? (C1W4L08)

C4W1L03 More Edge Detection

C4W1L02 Edge Detection Examples

#35 Machine Learning Specialization [Course 1, Week 3, Lesson 2]

Why Does Batch Norm Work? (C2W3L06)

How to Build a Real-World AI Project Portfolio

Heroes of NLP: Kathleen McKeown

DeepLearning.AI Learner Community Event ft. Ignacio Martinez

Training Softmax Classifier (C2W3L09)

Accelerating Your AI Career

How to #BeADeepLearner