Model Training Courses and Certifications

tinyML

Build Industrial-Grade TinyML Applications with Edge Impulse - Tutorial

Learn to build industrial-grade tinyML applications using Edge Impulse. Covers dataset collection, model design, training, optimization, and integration into embedded systems running on MCUs.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

tinyML

Binarized Neural Networks on Microcontrollers

Explore Binarized Neural Networks for efficient deep learning on microcontrollers, enabling complex tasks with minimal memory and high performance using 1-bit encoding for weights and activations.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Edan Meyer

Trillion Parameter Models Are Here

Explore ZeRO-Infinity's breakthrough in training trillion-parameter ML models with limited GPUs, revolutionizing large-scale deep learning and expanding possibilities for AI researchers and practitioners.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Andrej Karpathy

Building Makemore - MLP

Implement a multilayer perceptron character-level language model, covering machine learning basics like model training, hyperparameter tuning, evaluation, and addressing under/overfitting.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Andrej Karpathy

The Spelled-Out Intro to Language Modeling - Building Makemore

Comprehensive tutorial on building a bigram character-level language model, covering tensor operations, neural networks, and PyTorch fundamentals for natural language processing tasks.

• YouTube
• 1 hour 58 minutes
• On-Demand
• Free Video

TensorFlow

Machine Learning on Your Device - The Options

Explore TensorFlow's options for integrating machine learning into mobile apps and edge devices, from model training to deployment using TensorFlow Lite.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Jay Alammar

The Narrated Transformer Language Model

Visual introduction to the Transformer architecture, explaining its components and applications in AI/ML. Accessible to various experience levels, covering tokenization, embedding, and output projection.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Paul McWhorter

AI for Everyone - Face Recognition with OpenCV

Learn to implement face recognition using OpenCV and Python. Covers model training, face detection in images, and practical demonstrations with a webcam.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Amazon Web Services;  Amazon

Introduction to Amazon SageMaker

Learn to build, train, and deploy machine learning models using Amazon SageMaker's fully-managed platform, exploring its key components for notebooks, training, and hosting.

• AWS Skill Builder
• 2-3 hours
• On-Demand
• Free Certificate

Aladdin Persson

Detecting Facial Keypoints with Deep Learning

Learn to implement a top-performing deep learning solution for facial keypoint detection, covering data analysis, model development, and submission strategies for Kaggle competitions.

• YouTube
• 37 minutes
• On-Demand
• Free Video

Aladdin Persson

CycleGAN Implementation From Scratch

Learn to implement CycleGAN from scratch, covering discriminator, generator, dataset preparation, and training process for image-to-image translation tasks.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Aladdin Persson

PyTorch Image Segmentation Tutorial with U-NET - Everything From Scratch

Learn to implement U-NET for image segmentation from scratch, covering model architecture, dataset preparation, training process, and evaluation techniques in PyTorch.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Aladdin Persson

Classifying Skin Cancer - TensorFlow Tutorial

Build a TensorFlow model to classify skin lesions as benign or malignant. Learn preprocessing, model setup, training, and evaluation using metrics like ROC curves for this important medical application.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Aleksa Gordić - The AI Epiphany

Training Large Language Models - GPT-NeoX-20B, BigScience BLOOM, OPT-175B Explained

Explore three groundbreaking large language models: BLOOM, OPT, and GPT-NeoX-20B. Gain insights into their development, challenges faced during training, and unique features of each project.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Automate Machine Learning Using Databricks AutoML

This course will teach you how you can build and train regression, classification, and forecasting models using Databricks AutoML. AutoML automates data preparation and model training thus allowing you to build models with little to no code.

• Pluralsight
• 1 hour 51 minutes
• On-Demand
• Free Trial Available