Foundations

ML Fundamentals

Neural networks, backpropagation, gradient descent โ€” the maths behind AI

12,025
lessons
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
Deep learning for (almost) any text classification problem (binary, multi-class, multi-label)
ML Fundamentals
Deep learning for (almost) any text classification problem (binary, multi-class, multi-label)
Abhishek Thakur Intermediate 5y ago
Deploying Machine Learning Models Online with Watson Machine Learning | Python Scikit-Learn
ML Fundamentals
Deploying Machine Learning Models Online with Watson Machine Learning | Python Scikit-Learn
Nicholas Renotte Intermediate 5y ago
Productionizing Time-Series Workloads at Siemens Energy with Edgar Bahilo Rodriguez - #439
ML Fundamentals โšก AI Lesson
Productionizing Time-Series Workloads at Siemens Energy with Edgar Bahilo Rodriguez - #439
The TWIML AI Podcast with Sam Charrington Intermediate 5y ago
๐Ÿงน Tune Hyperparameters Easily with W&B Sweeps
ML Fundamentals โšก AI Lesson
๐Ÿงน Tune Hyperparameters Easily with W&B Sweeps
Weights & Biases Intermediate 5y ago
Pillars 1 & 2: Are We Close to a Deal? Other Views
ML Fundamentals
Pillars 1 & 2: Are We Close to a Deal? Other Views
Saรฏd Business School, University of Oxford Intermediate 5y ago
Pillars 1 & 2: Are We Close to a Deal? Views from the Inclusive Framework Steering Group
ML Fundamentals
Pillars 1 & 2: Are We Close to a Deal? Views from the Inclusive Framework Steering Group
Saรฏd Business School, University of Oxford Intermediate 5y ago
Talks # 16: Issam Laradji; Build Large-Scale ML Projects & Manage Thousands of Experiments
ML Fundamentals
Talks # 16: Issam Laradji; Build Large-Scale ML Projects & Manage Thousands of Experiments
Abhishek Thakur Intermediate 5y ago
Adrien Treuille โ€” Building Blazingly Fast Tools That People Love
ML Fundamentals
Adrien Treuille โ€” Building Blazingly Fast Tools That People Love
Weights & Biases Intermediate 5y ago
Intelligent AI Chatbot in Python
ML Fundamentals โšก AI Lesson
Intelligent AI Chatbot in Python
NeuralNine Intermediate 5y ago
Collaborative Filtering : Data Science Concepts
ML Fundamentals โšก AI Lesson
Collaborative Filtering : Data Science Concepts
ritvikmath Intermediate 5y ago
NVAITC Webinar: Multi-GPU Training using Horovod
ML Fundamentals
NVAITC Webinar: Multi-GPU Training using Horovod
NVIDIA Developer Intermediate 5y ago
NVAITC Webinar: Linear Regression in PyTorch
ML Fundamentals
NVAITC Webinar: Linear Regression in PyTorch
NVIDIA Developer Intermediate 5y ago
Soft Margin SVM : Data Science Concepts
ML Fundamentals
Soft Margin SVM : Data Science Concepts
ritvikmath Intermediate 5y ago
PyTorch Mobile and Android Neural Networks API | PyTorch Developer Day 2020
ML Fundamentals
PyTorch Mobile and Android Neural Networks API | PyTorch Developer Day 2020
PyTorch Intermediate 5y ago
TorchAudio | PyTorch Developer Day 2020
ML Fundamentals โšก AI Lesson
TorchAudio | PyTorch Developer Day 2020
PyTorch Intermediate 5y ago
Handling Imbalanced Dataset Using Cost Sensitive Neural Networks- Credit Card Fraud Detection
ML Fundamentals
Handling Imbalanced Dataset Using Cost Sensitive Neural Networks- Credit Card Fraud Detection
Krish Naik Intermediate 5y ago
Ineuron's Detailed Course Content Discussion Of ML And DL- Affordable AI Education
ML Fundamentals
Ineuron's Detailed Course Content Discussion Of ML And DL- Affordable AI Education
Krish Naik Intermediate 5y ago
Let's Build a Language Translator! LIVE
ML Fundamentals โšก AI Lesson
Let's Build a Language Translator! LIVE
Siraj Raval Intermediate 5y ago
Chia liang Kao - Practical Enterprise JupyterHub Deployment and MLOps with PrimeHub| JupyterCon 2020
ML Fundamentals
Chia liang Kao - Practical Enterprise JupyterHub Deployment and MLOps with PrimeHub| JupyterCon 2020
JupyterCon Intermediate 5y ago
Karla Spuldaro - Building AI Pipelines with Elyra | JupyterCon 2020
ML Fundamentals
Karla Spuldaro - Building AI Pipelines with Elyra | JupyterCon 2020
JupyterCon Intermediate 5y ago
AIDEN physio assistant by Shivay Lamba - Made with TensorFlow.js
ML Fundamentals โšก AI Lesson
AIDEN physio assistant by Shivay Lamba - Made with TensorFlow.js
TensorFlow Intermediate 5y ago
Inside TensorFlow: TF NumPy
ML Fundamentals โšก AI Lesson
Inside TensorFlow: TF NumPy
TensorFlow Intermediate 5y ago
#TWIMLfest: So You Want to Teach an AI/ML Course?
ML Fundamentals โšก AI Lesson
#TWIMLfest: So You Want to Teach an AI/ML Course?
The TWIML AI Podcast with Sam Charrington Intermediate 5y ago
Investing in Procurement Builds Resilience
ML Fundamentals
Investing in Procurement Builds Resilience
Saรฏd Business School, University of Oxford Intermediate 5y ago
High-Level API for Autograd | PyTorch Developer Day 2020
ML Fundamentals โšก AI Lesson
High-Level API for Autograd | PyTorch Developer Day 2020
PyTorch Intermediate 5y ago
Complex Numbers in PyTorch | PyTorch Developer Day 2020
ML Fundamentals
Complex Numbers in PyTorch | PyTorch Developer Day 2020
PyTorch Intermediate 5y ago
SVM (The Math) : Data Science Concepts
ML Fundamentals
SVM (The Math) : Data Science Concepts
ritvikmath Intermediate 5y ago
๐Ÿบ Version Control Data and Models with W&B Artifacts
ML Fundamentals
๐Ÿบ Version Control Data and Models with W&B Artifacts
Weights & Biases Intermediate 5y ago
AdaBoost : Data Science Concepts
ML Fundamentals โšก AI Lesson
AdaBoost : Data Science Concepts
ritvikmath Intermediate 5y ago
Robert Nishihara โ€” The State of Distributed Computing in ML
ML Fundamentals
Robert Nishihara โ€” The State of Distributed Computing in ML
Weights & Biases Intermediate 5y ago
TFIDF : Data Science Concepts
ML Fundamentals
TFIDF : Data Science Concepts
ritvikmath Intermediate 5y ago
Charles Frye on using machine learning to multiply by one
ML Fundamentals โšก AI Lesson
Charles Frye on using machine learning to multiply by one
Weights & Biases Intermediate 5y ago
โšก Supercharge your Training with PyTorch Lightning + Weights & Biases
ML Fundamentals
โšก Supercharge your Training with PyTorch Lightning + Weights & Biases
Weights & Biases Intermediate 5y ago
Late Night Talks-Live Q&A-Ask Anything Related Data Science
ML Fundamentals
Late Night Talks-Live Q&A-Ask Anything Related Data Science
Krish Naik Intermediate 5y ago
Saturday Live Q&A Ask Anything Related Data Science
ML Fundamentals
Saturday Live Q&A Ask Anything Related Data Science
Krish Naik Intermediate 5y ago
Important Interview Questions On Convolution Neural Network- Deep Learning
ML Fundamentals
Important Interview Questions On Convolution Neural Network- Deep Learning
Krish Naik Intermediate 5y ago
Praveen Kanamarlapud - Kernel Life Cycle Management | JupyterCon 2020
ML Fundamentals
Praveen Kanamarlapud - Kernel Life Cycle Management | JupyterCon 2020
JupyterCon Intermediate 5y ago
Devin Robison - Optimizing model performance | JupyterCon 2020
ML Fundamentals โšก AI Lesson
Devin Robison - Optimizing model performance | JupyterCon 2020
JupyterCon Intermediate 5y ago
Deep Learning-All Optimizers In One Video-SGD with Momentum,Adagrad,Adadelta,RMSprop,Adam Optimizers
ML Fundamentals
Deep Learning-All Optimizers In One Video-SGD with Momentum,Adagrad,Adadelta,RMSprop,Adam Optimizers
Krish Naik Intermediate 5y ago
Thorin Tabor - Democratizing the accessibility of computational workflows | JupyterCon 2020
ML Fundamentals
Thorin Tabor - Democratizing the accessibility of computational workflows | JupyterCon 2020
JupyterCon Intermediate 5y ago
Jeffrey Mew - Supercharge your Data Science workflow | JupyterCon 2020
ML Fundamentals โšก AI Lesson
Jeffrey Mew - Supercharge your Data Science workflow | JupyterCon 2020
JupyterCon Intermediate 5y ago
Deep Learning-Activation Functions-Elu, PRelu,Softmax,Swish And Softplus
ML Fundamentals
Deep Learning-Activation Functions-Elu, PRelu,Softmax,Swish And Softplus
Krish Naik Intermediate 5y ago
Saturday Live Q&A Ask Anything  Regarding Data Science
ML Fundamentals
Saturday Live Q&A Ask Anything Regarding Data Science
Krish Naik Intermediate 5y ago
Tutorial 4- Julia For Data Science-String In Julia Along With Indepth Functions
ML Fundamentals
Tutorial 4- Julia For Data Science-String In Julia Along With Indepth Functions
Krish Naik Intermediate 5y ago
๐Ÿ”ฅ Integrate Weights & Biases with PyTorch
ML Fundamentals
๐Ÿ”ฅ Integrate Weights & Biases with PyTorch
Weights & Biases Intermediate 5y ago
๐ŸŽจ Log (Almost) Anything with Weights & Biases
ML Fundamentals โšก AI Lesson
๐ŸŽจ Log (Almost) Anything with Weights & Biases
Weights & Biases Intermediate 5y ago
Twitter sentiment analysis by Benson Ruan - Made with TensorFlow.js
ML Fundamentals โšก AI Lesson
Twitter sentiment analysis by Benson Ruan - Made with TensorFlow.js
TensorFlow Intermediate 5y ago
Schedule Python Tasks (in Windows) : Data Science Code
ML Fundamentals
Schedule Python Tasks (in Windows) : Data Science Code
ritvikmath Intermediate 5y ago
๐Ÿ“š Coursera Courses Opens on Coursera ยท Free to audit
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Machine Learning with Databricks and MLflow
๐Ÿ“š Coursera Course โ†—
Self-paced
Machine Learning with Databricks and MLflow
Opens on Coursera โ†—
Calculus: Single Variable Part 1 - Functions
๐Ÿ“š Coursera Course โ†—
Self-paced
Calculus: Single Variable Part 1 - Functions
Opens on Coursera โ†—
Fundamentals of AWS AI and ML Solutions
๐Ÿ“š Coursera Course โ†—
Self-paced
Fundamentals of AWS AI and ML Solutions
Opens on Coursera โ†—
Deep Learning with Keras and Tensorflow
๐Ÿ“š Coursera Course โ†—
Self-paced
Deep Learning with Keras and Tensorflow
Opens on Coursera โ†—
Production-Ready Multimodal ML Engineering
๐Ÿ“š Coursera Course โ†—
Self-paced
Production-Ready Multimodal ML Engineering
Opens on Coursera โ†—
Tweet Emotion Recognition with TensorFlow
๐Ÿ“š Coursera Course โ†—
Self-paced
Tweet Emotion Recognition with TensorFlow
Opens on Coursera โ†—