Machine Learning Courses & Tutorials

Career path
Machine Learning/AI Engineer
Machine Learning/AI Engineers build end-to-end ML applications and power many of the apps we use every day. They work in Python, Git, & ML.
Includes 7 Courses
With Certificate
Intermediate
50 hours
Career path
Data Scientist: Machine Learning Specialist
Machine Learning Data Scientists solve problems at scale, make predictions, find patterns, and more! They use Python, SQL, and algorithms.
Includes 27 Courses
With Professional Certification
Beginner Friendly
95 hours
Career path
Data Scientist: Natural Language Processing Specialist
NLP Data Scientists find meaning in language, analyze text and speech, and create chatbots. They use Python, SQL, & NLP to answer questions.
Includes 31 Courses
With Certificate
Beginner Friendly
100 hours
Skill path
Build Chatbots with Python
Build rules-based and generative AI chatbots with Python
Includes 6 Courses
With Certificate
Beginner Friendly
29 hours
Skill path
Build Deep Learning Models with TensorFlow
Use TensorFlow to build and tune deep learning models.
Includes 7 Courses
With Certificate
Intermediate
10 hours
Skill path
Apply Natural Language Processing with Python
Learn Python for Natural Language Processing, the field behind chatbots, search engines, and autocorrect.
Includes 8 Courses
With Certificate
Intermediate
10 hours
Skill path
Data Scientist Interview Preparation
Prepare for the data science interview process, from navigating job postings to passing the technical interview.
Includes 8 Courses
With Certificate
Intermediate
3 hours
Skill path
Feature Engineering
Machine learning is only as good as its training data. Learn how to process data properly before training your models.
Includes 4 Courses
With Certificate
Intermediate
6 hours
Skill path
Intermediate Machine Learning
Level up your machine learning skills with tuning methods, advanced models, and dimensionality reduction.
Includes 5 Courses
With Certificate
Intermediate
8 hours
Skill path
Data and Programming Foundations for AI
Learn the coding, data science, and math you need to get started as a Machine Learning or AI engineer.
Includes 9 Courses
With Certificate
Beginner Friendly
39 hours
Skill path
Build a Machine Learning Model
Learn to build machine learning models with Python.
Includes 10 Courses
With Certificate
Beginner Friendly
23 hours
Certification path
MLS-C01: AWS Certified Machine Learning - Specialty
Prepare for AWS MLS-C01 Machine Learning certification covering model building, training, tuning, deployment, and cloud-based ML implementation.
Includes 18 Courses
Intermediate
17 hours
Certification path
AIF-C01: AWS Certified AI Practitioner
Prepare for the AIF-C01 AWS Certified AI Practitioner certification exam covering machine learning basics, AI services, data preparation and model deployment.
Includes 12 Courses
Beginner Friendly
7 hours
Certification path
DP-100: Designing and Implementing a Data Science Solution on Azure
Study for DP-100 Designing and Implementing a Data Science Solution on Azure certification exam covering machine learning models and data analytics.
Includes 20 Courses
Intermediate
22 hours
Free course
Learn How to Use ChatGPT
Ready to dive into the world of Generative AI? Learn how ChatGPT works, how to use ChatGPT in your everyday life, and how to write effective ChatGPT prompts.
Beginner Friendly
1 hour
Free course
Learn R
Learn how to code and clean and manipulate data for analysis and visualization with the R programming language.
Beginner Friendly
14 hours
Free course
Intro to Language Models in Python
Build the basic language models in Python.
Intermediate
4 hours
Course
Intro to Cloud Computing
Learn the foundations of cloud computing across platforms like AWS, Cloud, Azure, and GCP.
With Certificate
Beginner Friendly
< 1 hour
Free course
Machine Learning: Introduction with Regression
Get started with machine learning and learn how to build, implement, and evaluate linear regression models.
Beginner Friendly
3 hours
Course
Learn How To Build Your Own GPT
Learn how to build a Generative Pre-trained Transformer (GPT) from scratch using PyTorch.
With Certificate
Intermediate
1 hour
Free course
Intro to PyTorch and Neural Networks
Learn how to use PyTorch to build, train, and test artificial neural networks in this course.
Intermediate
3 hours
Course
Learn Image Classification with PyTorch
Learn how to use Python to build image classification models using CNNs and vision transformers in this PyTorch tutorial.
With Certificate
Intermediate
2 hours
Course
Creating AI Applications using Retrieval-Augmented Generation (RAG)
Learn how to give your large language model the powers of retrieval with RAG, and build a RAG app with Streamlit and ChromaDB.
With Certificate
Intermediate
3 hours
Free course
Intro to Deep Learning with TensorFlow
Build basic deep learning models in TensorFlow.
Intermediate
4 hours
Free course
Machine Learning: Random Forests & Decision Trees
Learn how to build decision trees and then build those trees into random forests.
Beginner Friendly
3 hours
Free course
Analyze Taylor Swift Lyrics with Python Case Study
Use sentiment analysis and natural language processing to analyze Taylor Swift's lyrics.
Beginner Friendly
1 hour
Course
Getting Started with Natural Language Processing
Humans communicate with language, but computers communicate with data. Discover how to translate between the two in this course.
With Certificate
Beginner Friendly
1 hour
Course
PyTorch for Classification
Build AI classification models with PyTorch using binary and multi-label techniques.
With Certificate
Beginner Friendly
3 hours
Course
Handling Missing Data
Learn how and when to tackle missing data with deletion, single imputation, linear interpolation, and multiple imputation techniques.
With Certificate
Beginner Friendly
1 hour
Course
Finetuning Transformer Models
Master the art of LLM finetuning with LoRA, QLoRA, and Hugging Face. Learn how to prepare, train and optimize models for specific tasks efficiently.
With Certificate
Intermediate
3 hours
Free course
Build a Machine Learning Pipeline
Learn how to build machine pipelines that automate your workflow and keep everything consistent.
Intermediate
1 hour
Free course
Intro to Hugging Face
Learn about the Hugging Face AI and machine learning platform, and how their tools can streamline ML and AI development.
Beginner Friendly
< 1 hour
Free course
Intro to AI Transformers
Learn about what transformers are (the T of GPT) and how to work with them using Hugging Face libraries
Intermediate
2 hours
Free course
Machine Learning: Artificial Intelligence Decision Making with Minimax
Teach computers how to make decisions and play games with the Minimax Algorithm!
Advanced
2 hours
Free course
Machine Learning: Clustering with K-Means
Level up your machine learning skills by using unsupervised learning to find patterns hidden in data.
Beginner Friendly
2 hours
Free course
Machine Learning: Perceptrons
Level up your machine learning skills by learning how to build perceptrons: the foundations of neural networks.
Beginner Friendly
1 hour
Free course
Analyze NFL Stats with Python Case Study
Use NFL team statistics to model game winners and discover the most important team-level stats
Beginner Friendly
1 hour
Course
Learn Explainable AI
Learn how to use explainable AI techniques, including permutation importance, PDP/ICE plots, SHAP, and LIME.
With Certificate
Intermediate
3 hours
Course
Generating Text with PyTorch
Learn how to use Python to build text generation models based on neural networks like RNNs and LSTMs in this PyTorch tutorial.
With Certificate
Intermediate
2 hours
Free course
Machine Learning: K-Nearest Neighbors
Sharpen your machine learning skills by learning how to prepare, implement, and assess the K-Nearest Neighbors algorithm.
Beginner Friendly
3 hours
Course
Learn Text Classification with PyTorch
Learn how to use PyTorch in Python to build text classification models using neural networks and fine-tuning transformer models.
With Certificate
Intermediate
1 hour
Course
Learn Linear Regression with R
Learn about the difference between simple linear regression and multiple linear regression in R
With Certificate
Intermediate
3 hours
Free course
Machine Learning: Logistic Regression
Predict the probability that a datapoint belongs to a given class with Logistic Regression.
Beginner Friendly
4 hours
Free course
Learn to Program Alexa
Learn how to build and host Alexa Skills that respond to users’ vocal commands.
Beginner Friendly
2 hours
Course
Language Models in Python: Basic Chatbots
Build rules- and retrieval-based chatbots in Python.
Intermediate
6 hours
Course
Deep Learning with TensorFlow: Image Classification
Classify image data with deep learning.
Intermediate
2 hours
Free course
Learn Recommender Systems
Leverage machine learning to make recommendations with recommender systems.
Intermediate
< 1 hour
Course
Language Models in Python: Generative Chatbots
Build chatbots in Python using deep learning.
Intermediate
1 hour
Free course
Analyze Traffic Safety Data with Python Case Study
Create data visualizations of traffic data from the last two decades and model the relationship between smartphones and collision rates.
Beginner Friendly
1 hour
Free course
Ensemble Methods in Machine Learning
Explore bagging, boosting, stacking, and more in this introduction to ensemble methods in machine learning.
Intermediate
2 hours
Course
Deep Learning with TensorFlow: Classification
Build deep learning models to classify data.
Intermediate
2 hours
Course
Intro to Hyperparameter Tuning with Python
Improve machine learning models with hyperparameter tuning.
Intermediate
1 hour
Course
Intro to Regularization with Python
Improve machine learning performance with regularization.
Intermediate
2 hours

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Machine learning courses

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Price

Type

Average time to complete

Projects

Machine learning courses

Machine Learning/AI Engineer

Data Scientist: Machine Learning Specialist

Data Scientist: Natural Language Processing Specialist

Build Chatbots with Python

Build Deep Learning Models with TensorFlow

Apply Natural Language Processing with Python

Data Scientist Interview Preparation

Feature Engineering

Intermediate Machine Learning

Data and Programming Foundations for AI

Build a Machine Learning Model

MLS-C01: AWS Certified Machine Learning - Specialty

AIF-C01: AWS Certified AI Practitioner

DP-100: Designing and Implementing a Data Science Solution on Azure

Learn How to Use ChatGPT

Learn R

Intro to Language Models in Python

Intro to Cloud Computing

Machine Learning: Introduction with Regression

Learn How To Build Your Own GPT

Intro to PyTorch and Neural Networks

Learn Image Classification with PyTorch

Creating AI Applications using Retrieval-Augmented Generation (RAG)

Intro to Deep Learning with TensorFlow

Machine Learning: Random Forests & Decision Trees

Analyze Taylor Swift Lyrics with Python Case Study

Getting Started with Natural Language Processing

PyTorch for Classification

Handling Missing Data

Finetuning Transformer Models

Build a Machine Learning Pipeline

Intro to Hugging Face

Intro to AI Transformers

Machine Learning: Artificial Intelligence Decision Making with Minimax

Machine Learning: Clustering with K-Means

Machine Learning: Perceptrons

Analyze NFL Stats with Python Case Study

Learn Explainable AI

Generating Text with PyTorch

Machine Learning: K-Nearest Neighbors

Learn Text Classification with PyTorch

Learn Linear Regression with R

Machine Learning: Logistic Regression

Learn to Program Alexa

Language Models in Python: Basic Chatbots

Deep Learning with TensorFlow: Image Classification

Learn Recommender Systems

Language Models in Python: Generative Chatbots

Analyze Traffic Safety Data with Python Case Study

Ensemble Methods in Machine Learning

Deep Learning with TensorFlow: Classification

Intro to Hyperparameter Tuning with Python

Intro to Regularization with Python

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