Foundations

ML Fundamentals

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

3834
lessons
Skills in this topic
View full skill map →
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
Live Coding Firebase Authentication with Flutter
ML Fundamentals
Live Coding Firebase Authentication with Flutter
Tensor Programming Intermediate 6y ago
CNN Forward Method - PyTorch Deep Learning Implementation
ML Fundamentals
CNN Forward Method - PyTorch Deep Learning Implementation
deeplizard Intermediate 6y ago
Inside TensorFlow: Control Flow
ML Fundamentals
Inside TensorFlow: Control Flow
TensorFlow Intermediate 6y ago
Edge AI for Smart Manufacturing with Trista Chen - TWiML Talk #253
ML Fundamentals
Edge AI for Smart Manufacturing with Trista Chen - TWiML Talk #253
The TWIML AI Podcast with Sam Charrington Intermediate 6y ago
NEURAL NETWORKS, PART 2! - CS50 Live, EP. 55
ML Fundamentals
NEURAL NETWORKS, PART 2! - CS50 Live, EP. 55
CS50 Intermediate 6y ago
Lab Demo - Explore & Visualize Datasets - Machine Learning with Tensorflow from Google Cloud #11
ML Fundamentals
Lab Demo - Explore & Visualize Datasets - Machine Learning with Tensorflow from Google Cloud #11
Coursera Intermediate 7y ago
Lab: Exploring the Dataset - End-to-End Machine Learning with Tensorflow from Google Cloud #10
ML Fundamentals
Lab: Exploring the Dataset - End-to-End Machine Learning with Tensorflow from Google Cloud #10
Coursera Intermediate 7y ago
How to switch your career to Data Science.
ML Fundamentals
How to switch your career to Data Science.
Krish Naik Intermediate 7y ago
NEURAL NETWORKS! - CS50 Live, EP. 53 (pre-release)
ML Fundamentals
NEURAL NETWORKS! - CS50 Live, EP. 53 (pre-release)
CS50 Intermediate 7y ago
Error Diffusion Dithering - Computerphile
ML Fundamentals
Error Diffusion Dithering - Computerphile
Computerphile Intermediate 7y ago
Building a sustainable, open source machine learning platform for everyone (TensorFlow Meets)
ML Fundamentals
Building a sustainable, open source machine learning platform for everyone (TensorFlow Meets)
TensorFlow Intermediate 7y ago
Data Science - Fuzzy Record Matching
ML Fundamentals
Data Science - Fuzzy Record Matching
ritvikmath Intermediate 7y ago
Setting up Raspberry pi 3 B+
ML Fundamentals
Setting up Raspberry pi 3 B+
Krish Naik Intermediate 7y ago
Will Graphene Replace Silicon? - Computerphile
ML Fundamentals
Will Graphene Replace Silicon? - Computerphile
Computerphile Intermediate 7y ago
Building a Flutter Speech to Text/Speech Recognizer Application
ML Fundamentals
Building a Flutter Speech to Text/Speech Recognizer Application
Tensor Programming Intermediate 7y ago
Checksums and Hamming distance
ML Fundamentals
Checksums and Hamming distance
Ben Eater Intermediate 7y ago
Deep Learning in Optics with Aydogan Ozcan - TWiML Talk #237
ML Fundamentals
Deep Learning in Optics with Aydogan Ozcan - TWiML Talk #237
The TWIML AI Podcast with Sam Charrington Intermediate 7y ago
Hickory the Bulldog Overnight
ML Fundamentals
Hickory the Bulldog Overnight
Jeff Heaton Intermediate 7y ago
Hickory the Bulldog Still Remembers us After Boarding
ML Fundamentals
Hickory the Bulldog Still Remembers us After Boarding
Jeff Heaton Intermediate 7y ago
Neural Ordinary Differential Equations
ML Fundamentals
Neural Ordinary Differential Equations
Yannic Kilcher Intermediate 7y ago
Microwaving Grapes Makes Plasma
ML Fundamentals
Microwaving Grapes Makes Plasma
Veritasium Intermediate 7y ago
BigQuery and Datalab - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #8
ML Fundamentals
BigQuery and Datalab - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #8
Coursera Intermediate 7y ago
Datalab - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #7
ML Fundamentals
Datalab - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #7
Coursera Intermediate 7y ago
BigQuery - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #6
ML Fundamentals
BigQuery - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #6
Coursera Intermediate 7y ago
Exploring the dataset - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #5
ML Fundamentals
Exploring the dataset - End-to-End Machine Learning with TensorFlow on GCP from Google Cloud #5
Coursera Intermediate 7y ago
Fully managed ML - End-to-End Machine Learning with Tensorflow from Google Cloud #4
ML Fundamentals
Fully managed ML - End-to-End Machine Learning with Tensorflow from Google Cloud #4
Coursera Intermediate 7y ago
Effective ML - End-to-End Machine Learning with Tensorflow from Google Cloud #3
ML Fundamentals
Effective ML - End-to-End Machine Learning with Tensorflow from Google Cloud #3
Coursera Intermediate 7y ago
About Specialization - End-to-End Machine Learning with Tensorflow from Google Cloud #1
ML Fundamentals
About Specialization - End-to-End Machine Learning with Tensorflow from Google Cloud #1
Coursera Intermediate 7y ago
ASU's Online Master of Computer Science - Admissions Webinar - March 2019
ML Fundamentals
ASU's Online Master of Computer Science - Admissions Webinar - March 2019
Coursera Intermediate 7y ago
Complete Life Cycle of a Data Science Project
ML Fundamentals
Complete Life Cycle of a Data Science Project
Krish Naik Intermediate 7y ago
Have You Been Pwned? - Computerphile
ML Fundamentals
Have You Been Pwned? - Computerphile
Computerphile Intermediate 7y ago
Dart Project - Building a Client Side Tetris Game - Part Two
ML Fundamentals
Dart Project - Building a Client Side Tetris Game - Part Two
Tensor Programming Intermediate 7y ago
Netease Youdao: AI Leader in Online Education in China (TF Dev Summit '19)
ML Fundamentals
Netease Youdao: AI Leader in Online Education in China (TF Dev Summit '19)
TensorFlow Intermediate 7y ago
Dart Project - Building a Client Side Tetris Game - Part One
ML Fundamentals
Dart Project - Building a Client Side Tetris Game - Part One
Tensor Programming Intermediate 7y ago
Floating Point Numbers (Part2: Fp Addition) - Computerphile
ML Fundamentals
Floating Point Numbers (Part2: Fp Addition) - Computerphile
Computerphile Intermediate 7y ago
Hickory the Bulldog Whining: Two Ages:1 Year Apart
ML Fundamentals
Hickory the Bulldog Whining: Two Ages:1 Year Apart
Jeff Heaton Intermediate 7y ago
Having a Conversation with Hickory the Bulldog
ML Fundamentals
Having a Conversation with Hickory the Bulldog
Jeff Heaton Intermediate 7y ago
Hickory the Bulldog Staying at Boarding (3 hours in 3 minutes)
ML Fundamentals
Hickory the Bulldog Staying at Boarding (3 hours in 3 minutes)
Jeff Heaton Intermediate 7y ago
Floating Point Numbers (Part1: Fp vs Fixed) - Computerphile
ML Fundamentals
Floating Point Numbers (Part1: Fp vs Fixed) - Computerphile
Computerphile Intermediate 7y ago
Gender Classifier and Age Estimator using Resnet Convolution Neural Network
ML Fundamentals
Gender Classifier and Age Estimator using Resnet Convolution Neural Network
Krish Naik Intermediate 7y ago
How to take advantage of GPUs and TPUs for your ML project (Coding TensorFlow)
ML Fundamentals
How to take advantage of GPUs and TPUs for your ML project (Coding TensorFlow)
TensorFlow Intermediate 7y ago
Implement Transfer Learning with a generic Code Template
ML Fundamentals
Implement Transfer Learning with a generic Code Template
Krish Naik Intermediate 7y ago
Construya una red neuronal para realizar la clasificación - Episodio 3
ML Fundamentals
Construya una red neuronal para realizar la clasificación - Episodio 3
TensorFlow Intermediate 7y ago
Create custom Alexa Skill- Lambda function- Part2
ML Fundamentals
Create custom Alexa Skill- Lambda function- Part2
Krish Naik Intermediate 7y ago
Arizona State University Master of Computer Science Admissions Webinar
ML Fundamentals
Arizona State University Master of Computer Science Admissions Webinar
Coursera Intermediate 7y ago
K Means Clustering Intuition
ML Fundamentals
K Means Clustering Intuition
Krish Naik Intermediate 7y ago
Video Game & Complex Bokeh Blurs - Computerphile
ML Fundamentals
Video Game & Complex Bokeh Blurs - Computerphile
Computerphile Intermediate 7y ago
Build a deep neural network in 4 mins with TensorFlow in Colab
ML Fundamentals
Build a deep neural network in 4 mins with TensorFlow in Colab
TensorFlow Intermediate 7y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Recommender Systems: An Applied Approach using Deep Learning
📚 Coursera Course ↗
Self-paced
Recommender Systems: An Applied Approach using Deep Learning
Opens on Coursera ↗
How to Build an Enterprise AI Strategy
📚 Coursera Course ↗
Self-paced
How to Build an Enterprise AI Strategy
Opens on Coursera ↗
Precalculus: Mathematical Modeling
📚 Coursera Course ↗
Self-paced
Precalculus: Mathematical Modeling
Opens on Coursera ↗
Python: Istruzioni per l’uso
📚 Coursera Course ↗
Self-paced
Python: Istruzioni per l’uso
Opens on Coursera ↗
Data Science Companion
📚 Coursera Course ↗
Self-paced
Data Science Companion
Opens on Coursera ↗
Mendeploy dan Menskalakan Model AI dengan Cloud Run
📚 Coursera Course ↗
Self-paced
Mendeploy dan Menskalakan Model AI dengan Cloud Run
Opens on Coursera ↗