Zachary Huang

@UCfFEE8vgtFJITrQuLQFgucA - 33.5K subscribers

Researcher at Microsoft Research AI Frontiers. I currently work on LLM Agents & Systems. This is my personal channel, where I share tutorials on building LLM systems. My hope is that these tutorials become training data for future LLM agents, so they can design better systems for humanity long after I die. Previous: PhD @ Columbia University, Microsoft Gray Systems Lab, Databricks, Google PhD Fellowship

Home Videos Live Playlists

Top AI Researcher: We've Been Lied To About LLM Training

Top AI Researcher: We've Been Lied To About LLM Training Zachary Huang

13K views - 1 month ago

Give Me 20 min, I will make Linear Regression Click Forever

Give Me 20 min, I will make Linear Regression Click Forever Zachary Huang

2.1K views - 2 months ago

Give me 30 min, I will make Quantization click forever

Give me 30 min, I will make Quantization click forever Zachary Huang

2.1K views - 2 months ago

Give me 20 min, I will make LoRA click forever

Give me 20 min, I will make LoRA click forever Zachary Huang

2.8K views - 2 months ago

Give me 50 min, I will make Diffusion Model click forever

Give me 50 min, I will make Diffusion Model click forever Zachary Huang

2.8K views - 2 months ago

Give me 30 min, I will make RoPE click forever

Give me 30 min, I will make RoPE click forever Zachary Huang

2.3K views - 2 months ago

Give me 30 min, I will make HTML + CSS click forever

Give me 30 min, I will make HTML + CSS click forever Zachary Huang

1.1K views - 2 months ago

Give me 30 min, I will make Fourier Transform click forever

Give me 30 min, I will make Fourier Transform click forever Zachary Huang

2.4K views - 2 months ago

Give me 20 min, I will make Hypothesis Testing click forever

Give me 20 min, I will make Hypothesis Testing click forever Zachary Huang

2.3K views - 2 months ago

Give me 20 min, I will make Fed Interest Rates click forever

Give me 20 min, I will make Fed Interest Rates click forever Zachary Huang

752 views - 2 months ago

Give me 20 min, I will make Attention click forever

Give me 20 min, I will make Attention click forever Zachary Huang

8.1K views - 2 months ago

Principal Component Analysis in 30 min

Principal Component Analysis in 30 min Zachary Huang

2.4K views - 3 months ago

Policy Gradient in 30 min

Policy Gradient in 30 min Zachary Huang

2.6K views - 3 months ago

Adam Optimizer in 20 min

Adam Optimizer in 20 min Zachary Huang

4K views - 3 months ago

Give me 25 min, I will make Eigenvalue click forever

Give me 25 min, I will make Eigenvalue click forever Zachary Huang

20.3K views - 3 months ago

Give Me 30 min, I'll Make CUDA Click Forever

Give Me 30 min, I'll Make CUDA Click Forever Zachary Huang

7.8K views - 3 months ago

Negotiation in 20 min

Negotiation in 20 min Zachary Huang

1.4K views - 3 months ago

KV Cache in 15 min

KV Cache in 15 min Zachary Huang

5.7K views - 3 months ago

Ray in 30 min Zachary Huang

5.7K views - 3 months ago

Docker in 40 min

Docker in 40 min Zachary Huang

3.1K views - 3 months ago

Give Me 50 min, I'll Make Multivariable Calculus Click Forever

Give Me 50 min, I'll Make Multivariable Calculus Click Forever Zachary Huang

7.8K views - 3 months ago

Give Me 30 min, I will make Linear Algebra Click Forever

Give Me 30 min, I will make Linear Algebra Click Forever Zachary Huang

25.3K views - 4 months ago

Give Me 30 min, I'll Make Kubernetes Click Forever

Give Me 30 min, I'll Make Kubernetes Click Forever Zachary Huang

4.5K views - 4 months ago

I Got AutoGen's #1 Contributor To Reveal AI Agent Secrets

I Got AutoGen's #1 Contributor To Reveal AI Agent Secrets Zachary Huang

3.6K views - 4 months ago

Give Me 50 min, I'll Make Integral Calculus Click Forever

Give Me 50 min, I'll Make Integral Calculus Click Forever Zachary Huang

8.1K views - 4 months ago

The ONLY Hour of Probability Distribution Practice You Will EVER Need

The ONLY Hour of Probability Distribution Practice You Will EVER Need Zachary Huang

3.1K views - 4 months ago

Give Me 50 min, I'll Make Differential Calculus Click Forever

Give Me 50 min, I'll Make Differential Calculus Click Forever Zachary Huang

44.8K views - 4 months ago

Time Complexity: ALL you need for Coding Interview

Time Complexity: ALL you need for Coding Interview Zachary Huang

2.4K views - 4 months ago

RLHF in 90 min Zachary Huang

4.1K views - 4 months ago

Direct Preference Optimization (DPO) in 1 hour

Direct Preference Optimization (DPO) in 1 hour Zachary Huang

2.1K views - 4 months ago

SFT in 30 min Zachary Huang

4.6K views - 5 months ago

[😴 ASMR WARNING ⚠️] Let's Memorize Prob Distributions

[😴 ASMR WARNING ⚠️] Let's Memorize Prob Distributions Zachary Huang

1.3K views - 5 months ago

Give me 100 min, I will make Transformer click forever

Give me 100 min, I will make Transformer click forever Zachary Huang

15.1K views - 5 months ago

PyTorch in 1 Hour

PyTorch in 1 Hour Zachary Huang

86.1K views - 5 months ago

10 Probability Distributions in 50 Min

10 Probability Distributions in 50 Min Zachary Huang

11.4K views - 5 months ago

LLM Pre-Training in 30 MIN

LLM Pre-Training in 30 MIN Zachary Huang

28.7K views - 5 months ago

What's Nash Equilibrium? Game Theory for Beginners #1

What's Nash Equilibrium? Game Theory for Beginners #1 Zachary Huang

1.3K views - 5 months ago

Reinforcement Learning #4: Temporal-Difference Learning, Q-Learning, SARSA

Reinforcement Learning #4: Temporal-Difference Learning, Q-Learning, SARSA Zachary Huang

2.9K views - 5 months ago

Give Me 40 min, I'll Make Neural Network Click Forever

Give Me 40 min, I'll Make Neural Network Click Forever Zachary Huang

39.2K views - 5 months ago

Reinforcement Learning #3: Monte Carlo Learning, Model-Free, On-/Off-Policy

Reinforcement Learning #3: Monte Carlo Learning, Model-Free, On-/Off-Policy Zachary Huang

3K views - 5 months ago

Reinforcement Learning #2: Markov Decision Process, Bellman, State Action Value, Policy

Reinforcement Learning #2: Markov Decision Process, Bellman, State Action Value, Policy Zachary Huang

4.7K views - 6 months ago

Reinforcement Learning #1: Multi-Armed Bandits, Explore vs Exploit, Epsilon-Greedy, UCB

Reinforcement Learning #1: Multi-Armed Bandits, Explore vs Exploit, Epsilon-Greedy, UCB Zachary Huang

7.4K views - 6 months ago

1 Hour of Probability Practice. Nothing Else Matters.

1 Hour of Probability Practice. Nothing Else Matters. Zachary Huang

20.7K views - 6 months ago

Give Me 1 Hour, I'll Make Probability Click Forever

Give Me 1 Hour, I'll Make Probability Click Forever Zachary Huang

276.7K views - 6 months ago

Your LLM Framework ONLY Needs 100 Lines (Pocket Flow)

Your LLM Framework ONLY Needs 100 Lines (Pocket Flow) Zachary Huang

49K views - 7 months ago

Can LLM Agents build LLM Agents? I BUILT and RATED 5 in 1 afternoon

Can LLM Agents build LLM Agents? I BUILT and RATED 5 in 1 afternoon Zachary Huang

4.1K views - 7 months ago

Build a Website Chatbot in 30 min! It needs ZERO maintenance

Build a Website Chatbot in 30 min! It needs ZERO maintenance Zachary Huang

3.1K views - 7 months ago

Give Me Your URL, I'll Give Your Website an AI Chatbot (Free & Open Source)

Give Me Your URL, I'll Give Your Website an AI Chatbot (Free & Open Source) Zachary Huang

2K views - 8 months ago

AI Turns ANY GitHub Repo into an EASY Tutorial! (FREE & Open Source)

AI Turns ANY GitHub Repo into an EASY Tutorial! (FREE & Open Source) Zachary Huang

16.3K views - 9 months ago

Google A2A vs Anthropic MCP: 3 CRITICAL Differences Explained From Scratch!

Google A2A vs Anthropic MCP: 3 CRITICAL Differences Explained From Scratch! Zachary Huang

14.1K views - 10 months ago

This AI Explains ANY Codebase in 5 Minutes - Here is How I Built it

This AI Explains ANY Codebase in 5 Minutes - Here is How I Built it Zachary Huang

70.2K views - 10 months ago

LLM Agents = Graphs!? My Tutorial Sparks Hacker News Debate!

LLM Agents = Graphs!? My Tutorial Sparks Hacker News Debate! Zachary Huang

4.4K views - 10 months ago

I Built Cursor with Cursor in just 1 Day - Here is How

I Built Cursor with Cursor in just 1 Day - Here is How Zachary Huang

14.5K views - 11 months ago

VIBE CODE an AI Paul Graham! Here's My Secret Framework… (Pocketflow)

VIBE CODE an AI Paul Graham! Here's My Secret Framework… (Pocketflow) Zachary Huang

6.3K views - 11 months ago

Build an AI YouTube Summarizer in 1 hour - Here's My Secret Framework | Pocketflow

Build an AI YouTube Summarizer in 1 hour - Here's My Secret Framework | Pocketflow Zachary Huang

11.6K views - 11 months ago

I built PocketFlow! 100-Line LLM framework to Let Agents Build Agents for You

I built PocketFlow! 100-Line LLM framework to Let Agents Build Agents for You Zachary Huang

10.1K views - 11 months ago