Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

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Skills in this topic
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ML Maths Basics
beginner
Manipulate vectors and matrices
Supervised Learning
beginner
Train decision trees, random forests, and neural nets
Unsupervised Learning
intermediate
Apply k-means and DBSCAN clustering
ML Pipelines
intermediate
Engineer features and handle missing data
Buy Now, Bitches*
ML Fundamentals
Buy Now, Bitches*
Gartner for Marketing Beginner 8y ago
Who owns Coinbase? Here are some KEY people
ML Fundamentals ⚡ AI Lesson
Who owns Coinbase? Here are some KEY people
deeplizard Beginner 8y ago
Coinbase Social Security Number (SSN) Requirement Explained
ML Fundamentals ⚡ AI Lesson
Coinbase Social Security Number (SSN) Requirement Explained
deeplizard Beginner 8y ago
AI Learns To Improve Smoke Simulations | Two Minute Papers #188
ML Fundamentals
AI Learns To Improve Smoke Simulations | Two Minute Papers #188
Two Minute Papers Beginner 8y ago
Some light quantum mechanics (with minutephysics)
ML Fundamentals
Some light quantum mechanics (with minutephysics)
3Blue1Brown Beginner 8y ago
Evolutionary Algorithms in Machine Learning with Risto Miikkulainen - #47
ML Fundamentals
Evolutionary Algorithms in Machine Learning with Risto Miikkulainen - #47
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Pandas Time Series Analysis 6: Shifting and Lagging
ML Fundamentals
Pandas Time Series Analysis 6: Shifting and Lagging
codebasics Beginner 8y ago
Pandas Time Series Analysis 6: Timezone Handling
ML Fundamentals
Pandas Time Series Analysis 6: Timezone Handling
codebasics Beginner 8y ago
The 100 Days is Over! | 100 Days of Code 17
ML Fundamentals
The 100 Days is Over! | 100 Days of Code 17
Daniel Bourke Beginner 8y ago
Build First System Quickly, Then Iterate (C3W2L03)
ML Fundamentals ⚡ AI Lesson
Build First System Quickly, Then Iterate (C3W2L03)
DeepLearningAI Beginner 8y ago
Training and Testing on Different Distributions (C3W2L04)
ML Fundamentals
Training and Testing on Different Distributions (C3W2L04)
DeepLearningAI Beginner 8y ago
Coinbase's Trading Platform | Previously known as GDAX
ML Fundamentals ⚡ AI Lesson
Coinbase's Trading Platform | Previously known as GDAX
deeplizard Beginner 8y ago
Zchain ZCash block explorer API - Introduction
ML Fundamentals ⚡ AI Lesson
Zchain ZCash block explorer API - Introduction
deeplizard Beginner 8y ago
Zchain ZCash block explorer API - PowerShell Code
ML Fundamentals ⚡ AI Lesson
Zchain ZCash block explorer API - PowerShell Code
deeplizard Beginner 8y ago
Explore ZCash blockchain with Zchain block explorer
ML Fundamentals ⚡ AI Lesson
Explore ZCash blockchain with Zchain block explorer
deeplizard Beginner 8y ago
Buy ZCash with Litecoin using ShapeShift - SUCCESS even with Jaxx issues
ML Fundamentals ⚡ AI Lesson
Buy ZCash with Litecoin using ShapeShift - SUCCESS even with Jaxx issues
deeplizard Beginner 8y ago
Litecoin | Jaxx | Shapeshift | zcash | failed
ML Fundamentals ⚡ AI Lesson
Litecoin | Jaxx | Shapeshift | zcash | failed
deeplizard Beginner 8y ago
Buy ZCash with Litecoin using ShapeShift - FAILURE
ML Fundamentals ⚡ AI Lesson
Buy ZCash with Litecoin using ShapeShift - FAILURE
deeplizard Beginner 8y ago
Buy ZCash with Litecoin using the Shifty button in the Jaxx wallet
ML Fundamentals ⚡ AI Lesson
Buy ZCash with Litecoin using the Shifty button in the Jaxx wallet
deeplizard Beginner 8y ago
ZCash t address creation with Jaxx wallet and private key blockchain discussion
ML Fundamentals ⚡ AI Lesson
ZCash t address creation with Jaxx wallet and private key blockchain discussion
deeplizard Beginner 8y ago
ZCASH Explained | An introduction to a privacy based cryptocurrency
ML Fundamentals ⚡ AI Lesson
ZCASH Explained | An introduction to a privacy based cryptocurrency
deeplizard Beginner 8y ago
Join a mining pool on Waves platform and lease Waves
ML Fundamentals ⚡ AI Lesson
Join a mining pool on Waves platform and lease Waves
deeplizard Beginner 8y ago
Send Litecoin from Jaxx wallet to GDAX
ML Fundamentals ⚡ AI Lesson
Send Litecoin from Jaxx wallet to GDAX
deeplizard Beginner 8y ago
Send Litecoin from GDAX to Jaxx wallet
ML Fundamentals ⚡ AI Lesson
Send Litecoin from GDAX to Jaxx wallet
deeplizard Beginner 8y ago
Install Jaxx cryptocurrency wallet Chrome extension
ML Fundamentals ⚡ AI Lesson
Install Jaxx cryptocurrency wallet Chrome extension
deeplizard Beginner 8y ago
Remove Jaxx cryptocurrency wallet from Windows 10
ML Fundamentals ⚡ AI Lesson
Remove Jaxx cryptocurrency wallet from Windows 10
deeplizard Beginner 8y ago
Jaxx cryptocurrency wallet overview - A Blockchain Interface
ML Fundamentals ⚡ AI Lesson
Jaxx cryptocurrency wallet overview - A Blockchain Interface
deeplizard Beginner 8y ago
Install Jaxx cryptocurrency wallet on Windows 10 and verify file hash
ML Fundamentals ⚡ AI Lesson
Install Jaxx cryptocurrency wallet on Windows 10 and verify file hash
deeplizard Beginner 8y ago
Carrying Out Error Analysis (C3W2L01)
ML Fundamentals
Carrying Out Error Analysis (C3W2L01)
DeepLearningAI Beginner 8y ago
Cleaning Up Incorrectly Labelled Data (C3W2L02)
ML Fundamentals ⚡ AI Lesson
Cleaning Up Incorrectly Labelled Data (C3W2L02)
DeepLearningAI Beginner 8y ago
Surpassing Human-Level Performance (C3W1L11)
ML Fundamentals ⚡ AI Lesson
Surpassing Human-Level Performance (C3W1L11)
DeepLearningAI Beginner 8y ago
Improving Model Performance (C3W1L12)
ML Fundamentals
Improving Model Performance (C3W1L12)
DeepLearningAI Beginner 8y ago
Avoidable Bias (C3W1L09)
ML Fundamentals
Avoidable Bias (C3W1L09)
DeepLearningAI Beginner 8y ago
Understanding Human-Level Performance? (C3W1L10)
ML Fundamentals
Understanding Human-Level Performance? (C3W1L10)
DeepLearningAI Beginner 8y ago
C3W1L08 WhyHumanLevelPerformance
ML Fundamentals ⚡ AI Lesson
C3W1L08 WhyHumanLevelPerformance
DeepLearningAI Beginner 8y ago
When to Change Dev/Test Sets (C3W1L07)
ML Fundamentals
When to Change Dev/Test Sets (C3W1L07)
DeepLearningAI Beginner 8y ago
Sizeof Dev and Test Sets (C3W1L06)
ML Fundamentals
Sizeof Dev and Test Sets (C3W1L06)
DeepLearningAI Beginner 8y ago
Satisficing and Optimizing Metrics (C3W1L04)
ML Fundamentals
Satisficing and Optimizing Metrics (C3W1L04)
DeepLearningAI Beginner 8y ago
Train/Dev/Test Set Distributions (C3W1L05)
ML Fundamentals
Train/Dev/Test Set Distributions (C3W1L05)
DeepLearningAI Beginner 8y ago
Orthogonalization (C3W1L02 )
ML Fundamentals
Orthogonalization (C3W1L02 )
DeepLearningAI Beginner 8y ago
Single Number Evaluation Metric (C3W1L03)
ML Fundamentals ⚡ AI Lesson
Single Number Evaluation Metric (C3W1L03)
DeepLearningAI Beginner 8y ago
Improving Model Performance (C3W1L01)
ML Fundamentals ⚡ AI Lesson
Improving Model Performance (C3W1L01)
DeepLearningAI Beginner 8y ago
Vectorizing Logistic Regression's Gradient Computation (C1W2L14)
ML Fundamentals ⚡ AI Lesson
Vectorizing Logistic Regression's Gradient Computation (C1W2L14)
DeepLearningAI Beginner 8y ago
Derivatives (C1W2L05)
ML Fundamentals
Derivatives (C1W2L05)
DeepLearningAI Beginner 8y ago
Derivatives With Computation Graphs (C1W2L08)
ML Fundamentals
Derivatives With Computation Graphs (C1W2L08)
DeepLearningAI Beginner 8y ago
Vectorizing Logistic Regression (C1W2L13)
ML Fundamentals ⚡ AI Lesson
Vectorizing Logistic Regression (C1W2L13)
DeepLearningAI Beginner 8y ago
Logistic Regression Cost Function (C1W2L03)
ML Fundamentals
Logistic Regression Cost Function (C1W2L03)
DeepLearningAI Beginner 8y ago
Computation Graph (C1W2L07)
ML Fundamentals
Computation Graph (C1W2L07)
DeepLearningAI Beginner 8y ago
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