Showing 40 of 175 courses in Machine Learning and Deep Learning.
FA-1002FreeIntermediate
Intro to Language Models in Python
Build the basic language models in Python.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1002FA-1004FreeIntroductory
Intro to Large Language Models (LLMs)
Learn the basics of large language models (LLMs) and text-based Generative Artificial Intelligence (AI). We'll show you how LLMs work and how they're used.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1004FA-1007PathIntermediate
AI Engineer
AI Engineers build complex systems using foundation models, LLMs, and AI agents. You will learn how to design, build, and deploy AI systems.
- Length
- 8 weeks
- Commitment
- 4 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1007FA-1014PathIntermediate
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.
- Length
- 8 weeks
- Commitment
- 6 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1014FA-1021FreeIntroductory
Intro to AI Coding with Cursor
Learn to code faster with Cursor AI , the IDE that brings powerful AI features to your familiar VS Code setup.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1021FA-1023FreeIntermediate
Explainable AI
Learn how to interpret the decision-making process of deep neural networks.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1023FA-1026FreeIntermediate
Intro to PyTorch and Neural Networks
Learn how to use PyTorch to build, train, and test artificial neural networks in this course.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1026FA-1038FreeIntroductory
Machine Learning: Perceptrons
Level up your machine learning skills by learning how to build perceptrons: the foundations of neural networks.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1038FA-1040PathIntroductory
Build a Machine Learning Model
Learn to build machine learning models with Python.
- Length
- 6 weeks
- Commitment
- 4 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1040FA-1057FreeIntermediate
Intro to Deep Learning with TensorFlow
Build basic deep learning models in TensorFlow.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1057FA-1064FreeIntroductory
First Look: Agentic Coding with Codex + GPT-5 Pro
Learn agentic coding with GPT-5-Codex. Discover adaptive reasoning, endurance features and how AI assists modern development workflows with human oversight.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1064FA-1065FreeIntroductory
Intro to AI for Financial Planning and Analysis
Learn how AI speeds up FP&A work such as forecasting, scenario modelling and variance storytelling while keeping every output accurate, auditable and compliant.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1065FA-1067Intermediate
Learn Image Classification with PyTorch
Learn how to use Python to build image classification models using CNNs and vision transformers in this PyTorch tutorial.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1067FA-1069Intermediate
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.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1069FA-1072Intermediate
Best Practices in AI Deployment
Learn machine learning operations best practices to deploy, monitor, and maintain production AI systems that are reliable, secure, and cost-effective.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1072FA-1073FreeIntroductory
Generative AI with Azure OpenAI
Explore Azure OpenAI service. Learn about models, practical uses, text answering, pricing, limitations, and future prospects of Azure OpenAI.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1073FA-1077FreeIntermediate
Intro to AI Transformers
Learn about what transformers are (the T of GPT) and how to work with them using Hugging Face libraries.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1077FA-1078Intermediate
Learn Reinforcement Learning with Gymnasium
Learn reinforcement learning fundamentals and build learning agents with Gymnasium in this hands-on Python course.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1078FA-1079Intermediate
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.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1079FA-1080FreeIntroductory
Intro to Hugging Face
Learn about the Hugging Face AI and machine learning platform, and how their tools can streamline ML and AI development.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1080FA-1081PathIntermediate
Build AI-Powered Applications with Streamlit and RAG
Learn to build and deploy production-ready AI applications with Streamlit, integrate ML models, and monitor performance in real-world systems.
- Length
- 4 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1081FA-1083FreeIntroductory
Introduction to DeepSeek-R1 and Reasoning Models
Learn DeepSeek AI and reasoning models including DeepSeek V3, R1-Zero, distilled models, AI model performance, access methods, and deep learning.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1083FA-1085PathIntermediate
Build Deep Learning Models with TensorFlow
Use TensorFlow to build and tune deep learning models.
- Length
- 4 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1085FA-1087FreeIntermediate
Generative AI on AWS: Building GenAI Models with Amazon SageMaker
Build cutting-edge generative AI models with Amazon SageMaker. Explore GANs, VAEs, optimization, transfer learning, deployment, and monitoring techniques.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1087FA-1093Intermediate
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.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1093FA-1102PathIntermediate
Engineer Neural Networks with PyTorch and Transformers
Learn to build production-ready neural networks with PyTorch, including finetuning transformers, in this hands-on path.
- Length
- 6 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1102FA-1103Introductory
PyTorch for Classification
Build AI classification models with PyTorch using binary and multi-label techniques.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1103FA-1105Intermediate
Language Models in Python: Generative Chatbots
Build chatbots in Python using deep learning.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1105FA-1110FreeIntroductory
Analyze Taylor Swift Lyrics with Python Case Study
Use sentiment analysis and natural language processing to analyze Taylor Swift's lyrics.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1110FA-1116FreeIntermediate
Using OpenAI APIs: Fine-tuning Models, the Assistants API, & Embeddings
Explore fine-tuning AI models like GPT-3 and 4 with OpenAI APIs. Learn to utilize the Assistants API and understand the creation and comparison of text embeddings.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1116FA-1119Intermediate
Learn How To Build Your Own GPT
Learn how to build a Generative Pre-trained Transformer (GPT) from scratch using PyTorch.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1119FA-1126FreeIntermediate
Generative AI Models: Getting Started with Autoencoders
Dive into unsupervised learning with autoencoders. Train models to reconstruct high-dimensional images and denoise corrupted images using PyTorch in colab.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1126FA-1127FreeIntermediate
Generative AI on GCP: Deep Dive Into Generative AI Studio
Explore Generative AI Studio on GCP. Learn language model training, tuning, performance evaluation, deployment, and speech-to-text conversion.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1127FA-1131Intermediate
Language Models in Python: Generative Text
Learn how to generate and translate text using deep learning.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1131FA-1135FreeIntroductory
Using OpenAI APIs: Exploring APIs with the OpenAI Playground
Explore GPT models in the OpenAI Playground. Experiment with parameters to fine-tune responses and learn how to utilize multiple APIs, including chat completions and assistant APIs.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1135FA-1136Intermediate
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.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1136FA-1139Intermediate
Language Models in Python: Basic Chatbots
Build rules- and retrieval-based chatbots in Python.
- Length
- 4 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1139FA-1143FreeIntermediate
Learn Recommender Systems
Leverage machine learning to make recommendations with recommender systems.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1143FA-1144FreeIntroductory
First Look: GPT-5's Router & Mode Switching
Learn GPT-5 Router skill including automatic mode selection, identifying task triggers for Instant, Thinking, Multimodal modes, and fine-tuning Pro controls.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1144FA-1147FreeIntermediate
Generative AI on GCP: Building Generative AI-powered Apps in GCP
Create a generative AI app on GCP. Learn environment setup, model building with TensorFlow, training loop creation, dockerization of training script, and model deployment to API endpoint.
- Length
- 2 weeks
- Commitment
- 2 hours
You build: A trained or evaluated model with an honest write-up of what it gets wrong.
You earn: Verified micro, credential: Machine Learning Practice
Enrol on FA-1147