Model Training Courses and Certifications

tinyML

TinyML Talks Germany - Neural Network Framework Using Emerging Technologies for Screening Diabetic

Innovative framework using neural networks and emerging technologies for efficient screening of Diabetic Retinopathy, achieving high accuracy and significant improvements in energy consumption and latency.

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

Chemometrics & Machine Learning in Copenhagen

Getting Machine Learning Models into Use

Practical guide to deploying bioinformatics machine learning models, focusing on scalability, user-friendliness, data security, and maintainability for real-world impact.

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

Yannic Kilcher

GPT-NeoX-20B - Open-Source Huge Language Model by EleutherAI - Interview With Co-Founder Connor Leahy

Interview exploring EleutherAI's GPT-NeoX-20B, a 20B parameter open-source language model. Discusses training process, hardware acquisition, model capabilities, and how to try it out.

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

Model Training: Best Practices for Data Practitioners

Pre-trained models are used everywhere right now to add AI functionalities to products. But have you wondered how they are trained? This course will teach you from start to finish the process of going from an idea and a dataset to a trained model.

• Pluralsight
• 46 minutes
• On-Demand
• Free Trial Available

AI in Healthcare Capstone

231 ratings at Coursera

Explore AI applications in healthcare through a patient's journey, analyzing data, building risk-stratification models, and addressing ethical and regulatory issues in medical data mining.

• Coursera
• 10 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

Deep Generative Models - Lecture 10: GANs

Explore Generative Adversarial Networks (GANs) in deep learning, covering their architecture, training process, and applications in image generation and beyond.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Llama for Python Programmers

14 ratings at Coursera

Learn to leverage Llama 2 LLM in Python applications. Explore open-source LLMs, quantization, prompting techniques, and model variants. Gain hands-on skills to integrate generative AI into your work.

• Coursera
• 5 hours 40 minutes
• On-Demand
• Free Online Course (Audit)

Building a Neural Network in TensorFlow

Master TensorFlow fundamentals and build neural networks through hands-on coding. Create, train, and evaluate models for binary classification while learning essential concepts like layers, activation functions, and predictions.

• CodeSignal
• On-Demand
• Free Certificate

Building a Neural Network in PyTorch

Master PyTorch neural networks from scratch - build, train, and evaluate models through hands-on examples covering network architecture, sequential models, training loops, and performance metrics.

• CodeSignal
• On-Demand
• Free Certificate

Training Your First Machine Learning Model from Scratch

Master linear regression fundamentals by building a model from scratch using scikit-learn, covering data preparation, training, evaluation, and real-world applications with California housing data.

• CodeSignal
• On-Demand
• Free Certificate

Practical Methodology and Ethics in AI

Master practical AI methodologies while exploring ethical considerations, from model training to deployment, with emphasis on bias detection, probabilistic approaches, and creating responsible AI solutions.

• Coursera
• 6 hours 56 minutes
• On-Demand
• Free Online Course (Audit)

Aligning Language Models with LESS Data and Simple Preference Optimization (SimPO)

Discover innovative approaches to language model alignment through LESS data selection and SimPO optimization, achieving superior performance with reduced computational resources and simplified objectives.

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

Machine Learning and its Applications

Master essential machine learning concepts and techniques through MATLAB, focusing on SVMs and ANNs for practical science and engineering applications, with hands-on experience in classification and regression.

• Coursera
• 16 hours 42 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning for Absolute Beginners - Level 1

23347 ratings at Udemy

Learn the Fundamental Concepts of Artificial Intelligence and Machine Learning as the Next Game-Changing Technology

• Udemy
• 4 hours 28 minutes
• On-Demand
• Paid Course

Logistic Regression Practical Case Study

4942 ratings at Udemy

Detect breast cancer using logistic regression. Build a model to predict tumor malignancy based on 9 variables. Learn data preprocessing, model training, and evaluation using Google Colab.

• Udemy
• 1 hour 6 minutes
• On-Demand
• Free Online Course