Foundations

ML Fundamentals

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

11,302
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
Opportunities for Skillful Weather Prediction
ML Fundamentals ⚡ AI Lesson
Opportunities for Skillful Weather Prediction
Data Skeptic Beginner 4y ago
#67 Operationalizing Machine Learning with MLOps (with Alessya Visnjic)
ML Fundamentals ⚡ AI Lesson
#67 Operationalizing Machine Learning with MLOps (with Alessya Visnjic)
DataCamp Beginner 4y ago
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
ML Fundamentals
Shadow IT/Shadow MLOps/Shadow DevOps // Korri Jones // Meetup #68 short clip
MLOps.community Beginner 4y ago
Intuitive Intro To Generative Adversarial Networks - GAN Course Preview
ML Fundamentals ⚡ AI Lesson
Intuitive Intro To Generative Adversarial Networks - GAN Course Preview
deeplizard Beginner 4y ago
W&B Study Group: fastai w/ Hugging Face 3/4
ML Fundamentals
W&B Study Group: fastai w/ Hugging Face 3/4
Weights & Biases Beginner 4y ago
Text Classification Using BERT & Tensorflow | Deep Learning Tutorial 47 (Tensorflow, Keras & Python)
ML Fundamentals
Text Classification Using BERT & Tensorflow | Deep Learning Tutorial 47 (Tensorflow, Keras & Python)
codebasics Beginner 4y ago
W&B Fastbook Reading Group — 7. Pet Breeds & Multi-label Classification
ML Fundamentals
W&B Fastbook Reading Group — 7. Pet Breeds & Multi-label Classification
Weights & Biases Beginner 4y ago
Use the correct methods for each type of Pipeline
ML Fundamentals
Use the correct methods for each type of Pipeline
Data School Beginner 4y ago
Skills Required For A Data Analyst In 2021- How To Learn By Self Study And For Free in 3 Months
ML Fundamentals
Skills Required For A Data Analyst In 2021- How To Learn By Self Study And For Free in 3 Months
Krish Naik Beginner 4y ago
Build a Deep Learning Selfie Segmentation Web App using Gradio
ML Fundamentals
Build a Deep Learning Selfie Segmentation Web App using Gradio
Nicholas Renotte Beginner 4y ago
My New Laptop Acer Predator Helios 300 Unboxing With Nvidia RTX 3060 For Deep Learning And Gaming
ML Fundamentals
My New Laptop Acer Predator Helios 300 Unboxing With Nvidia RTX 3060 For Deep Learning And Gaming
Krish Naik Beginner 4y ago
Compare multiple ROC curves in a single plot
ML Fundamentals ⚡ AI Lesson
Compare multiple ROC curves in a single plot
Data School Beginner 4y ago
Introduction to NVIDIA TensorRT for High Performance Deep Learning Inference
ML Fundamentals
Introduction to NVIDIA TensorRT for High Performance Deep Learning Inference
NVIDIA Developer Beginner 4y ago
Boosted Trees & Deep Neural Networks for Better Recommender Systems | Grandmaster Series E6
ML Fundamentals
Boosted Trees & Deep Neural Networks for Better Recommender Systems | Grandmaster Series E6
NVIDIA Developer Beginner 4y ago
ISID Heightens Value Buried in Text Using Azure Machine Learning and PyTorch
ML Fundamentals
ISID Heightens Value Buried in Text Using Azure Machine Learning and PyTorch
PyTorch Beginner 4y ago
Master ML Papers without Losing Your Sh*t
ML Fundamentals ⚡ AI Lesson
Master ML Papers without Losing Your Sh*t
Nicholas Renotte Beginner 4y ago
Machine Learning Model Drift - Concept Drift & Data Drift in ML - Explanation
ML Fundamentals
Machine Learning Model Drift - Concept Drift & Data Drift in ML - Explanation
1littlecoder Beginner 4y ago
Machine Learning Web App In Python In 60 Seconds! #Shorts
ML Fundamentals
Machine Learning Web App In Python In 60 Seconds! #Shorts
Patrick Loeber Beginner 4y ago
Cosine similarity, cosine distance explained | Math, Statistics for data science, machine learning
ML Fundamentals
Cosine similarity, cosine distance explained | Math, Statistics for data science, machine learning
codebasics Beginner 4y ago
Coding Thompson Sampling : Data Science Code
ML Fundamentals
Coding Thompson Sampling : Data Science Code
ritvikmath Beginner 4y ago
⏩ How AI (Deep Learning) Understand Images in 1 Minute (Part 2) 💻👁‍ #shorts
ML Fundamentals ⚡ AI Lesson
⏩ How AI (Deep Learning) Understand Images in 1 Minute (Part 2) 💻👁‍ #shorts
What's AI by Louis-François Bouchard Beginner 4y ago
Learning from 150 Successful ML-enabled Products at Booking.com // Pablo Estevez // Coffee Ses'n #46
ML Fundamentals
Learning from 150 Successful ML-enabled Products at Booking.com // Pablo Estevez // Coffee Ses'n #46
MLOps.community Beginner 4y ago
How to run A/B Tests as a Data Scientist!
ML Fundamentals ⚡ AI Lesson
How to run A/B Tests as a Data Scientist!
CodeEmporium Beginner 4y ago
Learning, Applying, and Making ML Rewarding
ML Fundamentals
Learning, Applying, and Making ML Rewarding
Deep Learning Revision Beginner 4y ago
24. Robustness to Dataset Shift
ML Fundamentals
24. Robustness to Dataset Shift
MIT OpenCourseWare Beginner 4y ago
Directions in ML: Structured Models for Automated Machine Learning
ML Fundamentals
Directions in ML: Structured Models for Automated Machine Learning
Microsoft Research Beginner 4y ago
Thompson Sampling : Data Science Concepts
ML Fundamentals
Thompson Sampling : Data Science Concepts
ritvikmath Beginner 4y ago
How Deepfakes Work
ML Fundamentals
How Deepfakes Work
Creator Academy Australia Beginner 4y ago
Why OpenAI disbanded their robotics team
ML Fundamentals
Why OpenAI disbanded their robotics team
Weights & Biases Beginner 4y ago
Krish Naik 400k Special Video
ML Fundamentals
Krish Naik 400k Special Video
Krish Naik Beginner 4y ago
Assessing human parity in machine translation with Lilt's Spence Green
ML Fundamentals
Assessing human parity in machine translation with Lilt's Spence Green
Weights & Biases Beginner 4y ago
The limitations of machine translation with Lilt's Spence Green
ML Fundamentals
The limitations of machine translation with Lilt's Spence Green
Weights & Biases Beginner 4y ago
Road To 400K Live Q&A- Ask Anything Related Data Science
ML Fundamentals
Road To 400K Live Q&A- Ask Anything Related Data Science
Krish Naik Beginner 4y ago
Are You Learning Data Science In The Right Way?
ML Fundamentals
Are You Learning Data Science In The Right Way?
Krish Naik Beginner 4y ago
W&B Fastbook Reading Group — 6. Pet Breeds
ML Fundamentals
W&B Fastbook Reading Group — 6. Pet Breeds
Weights & Biases Beginner 4y ago
Plot a confusion matrix
ML Fundamentals
Plot a confusion matrix
Data School Beginner 4y ago
Announcing AWS Cloud Master And AIOPS , MLOPS Affordable Course From iNeuron
ML Fundamentals
Announcing AWS Cloud Master And AIOPS , MLOPS Affordable Course From iNeuron
Krish Naik Beginner 4y ago
Build a Simple Language Translation App using Python for Beginners
ML Fundamentals
Build a Simple Language Translation App using Python for Beginners
Nicholas Renotte Beginner 4y ago
The origin of data science and data scientists with DJ Patil and Roger Magoulas
ML Fundamentals
The origin of data science and data scientists with DJ Patil and Roger Magoulas
Weights & Biases Beginner 4y ago
"At this time period, there was no data" — How California developed its COVID-19 models
ML Fundamentals
"At this time period, there was no data" — How California developed its COVID-19 models
Weights & Biases Beginner 4y ago
Important tuning parameters for LogisticRegression
ML Fundamentals
Important tuning parameters for LogisticRegression
Data School Beginner 4y ago
Take a risk or stay safe? // Alfredo Deza // Meetup #66 short clip
ML Fundamentals ⚡ AI Lesson
Take a risk or stay safe? // Alfredo Deza // Meetup #66 short clip
MLOps.community Beginner 4y ago
Huge Openings Data Scientist, ML engineer, Data Analyst For Freshers In PAYPAL 2021-Start Applying
ML Fundamentals
Huge Openings Data Scientist, ML engineer, Data Analyst For Freshers In PAYPAL 2021-Start Applying
Krish Naik Beginner 4y ago
W&B Fastbook Reading Group — 5. SGD (Stochastic Gradient Descent)
ML Fundamentals
W&B Fastbook Reading Group — 5. SGD (Stochastic Gradient Descent)
Weights & Biases Beginner 4y ago
Roger & DJ — The Rise of Big Data and CA's COVID-19 Response
ML Fundamentals
Roger & DJ — The Rise of Big Data and CA's COVID-19 Response
Weights & Biases Beginner 4y ago
Display GridSearchCV or RandomizedSearchCV results in a DataFrame
ML Fundamentals
Display GridSearchCV or RandomizedSearchCV results in a DataFrame
Data School Beginner 4y ago
sin cos tan explained. Explanation using real life example | Math, Statistics for data science
ML Fundamentals ⚡ AI Lesson
sin cos tan explained. Explanation using real life example | Math, Statistics for data science
codebasics Beginner 4y ago
Try RandomizedSearchCV if GridSearchCV is taking too long
ML Fundamentals ⚡ AI Lesson
Try RandomizedSearchCV if GridSearchCV is taking too long
Data School Beginner 4y ago
📚 Coursera Courses Opens on Coursera · Free to audit
1 / 3 View all →
Machine Learning for Engineers: Algorithms and Applications
📚 Coursera Course ↗
Self-paced
Machine Learning for Engineers: Algorithms and Applications
Opens on Coursera ↗
Bracketology with Google Machine Learning
📚 Coursera Course ↗
Self-paced
Bracketology with Google Machine Learning
Opens on Coursera ↗
Introduction to AI and Machine Learning on GC - Italiano
📚 Coursera Course ↗
Self-paced
Introduction to AI and Machine Learning on GC - Italiano
Opens on Coursera ↗
CNNs with TensorFlow: Basics of Machine Learning
📚 Coursera Course ↗
Self-paced
CNNs with TensorFlow: Basics of Machine Learning
Opens on Coursera ↗
Digital Signal Processing 4: Applications
📚 Coursera Course ↗
Self-paced
Digital Signal Processing 4: Applications
Opens on Coursera ↗
Production Machine Learning Systems
📚 Coursera Course ↗
Self-paced
Production Machine Learning Systems
Opens on Coursera ↗