Microcredential

Advance Your Skills in Deep Learning and Neural Networks

The hottest new frontier in the universe of AI and machine learning is in deep learning and neural networks. This learning path is your entryway into the tools, concepts, and finer points of computer vision, natural language processing, and more.

• LinkedIn Learning
• On-Demand
• Free Trial Available
• 9 courses

Great Learning

Deep Learning Tutorial with Python

Comprehensive tutorial on deep learning with Python, covering essential libraries, machine learning concepts, neural networks, and computer vision with practical demonstrations and examples.

• YouTube
• 9 hours 23 minutes
• On-Demand
• Free Video

James Briggs

Fine-Tune Sentence Transformers the OG Way - With NLI Softmax Loss

Explore fine-tuning sentence transformers using NLI softmax loss. Learn preprocessing, PyTorch implementation, and Sentence-Transformers library usage for improved sentence embeddings in NLP applications.

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

James Briggs

AlexNet and ImageNet Explained

Explore the revolutionary AlexNet CNN and ImageNet dataset, their impact on deep learning, and practical implementation using PyTorch for image classification tasks.

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

Deep Learning Fundamentals

Explore neural networks, convolutional networks, and deep learning platforms. Learn key concepts, use cases, and popular software libraries for this powerful data science field.

• Cognitive Class
• 3 hours
• On-Demand
• Free Online Course

Software Engineering Courses - SE Courses

Stable Diffusion Google Colab - Continue, Directory, Transfer, Clone, Custom Models, CKPT SafeTensors

Learn to use Google Colab for Stable Diffusion: set up, train models, generate images, transfer projects, use custom files, and integrate with Hugging Face. Explore advanced techniques for AI image generation.

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

Aleksa Gordić - The AI Epiphany

How to Build a Deep Learning Machine - Everything You Need to Know

Comprehensive guide on building a deep learning machine, covering component selection, cost comparisons, and practical tips for assembling a high-performance workstation tailored to AI tasks.

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

Aleksa Gordić - The AI Epiphany

AlphaGo - Mastering the Game of Go with Deep Neural Networks and Tree Search - RL Paper Explained

Comprehensive exploration of AlphaGo's groundbreaking AI system, detailing its neural networks, search algorithms, and innovative techniques that led to defeating professional Go players.

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

Aleksa Gordić - The AI Epiphany

DQN - Playing Atari with Deep Reinforcement Learning - RL Paper Explained

Explore deep reinforcement learning with DQN, covering experience replay, MDP formalism, function approximators, and its application to Atari games. Gain insights into RL challenges and solutions.

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

Aleksa Gordić - The AI Epiphany

Developing a Deep Learning Project - Case Study on Transformer

Explore the development process of a transformer model, from project planning to implementation challenges, with insights on time management, data handling, and optimization techniques.

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

Aleksa Gordić - The AI Epiphany

Chip Placement with Deep Reinforcement Learning - Paper Explained

Explore deep reinforcement learning for efficient chip placement, covering RL agents, computer manufacturing, and edge graph neural networks. Gain insights into innovative AI applications in hardware design.

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

Aladdin Persson

Pix2Pix Implementation From Scratch

Learn to implement Pix2Pix from scratch, covering discriminator and generator models, dataset loading, and training. Gain hands-on experience in building this powerful image-to-image translation algorithm.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Aladdin Persson

How to Learn Deep Learning - The Most Efficient Way to Go From Beginner to Advanced

Comprehensive guide to efficiently learn deep learning, from prerequisites to advanced topics. Covers recommended courses, resources, and practical advice for beginners to progress to an advanced level.

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

Aladdin Persson

Detecting Eye Disease Using Deep Learning - Kaggle Top 1% Solution, No Ensemble

Learn to detect eye disease using deep learning, with a top-ranked Kaggle solution. Covers data preprocessing, loss functions, augmentation, and resolution techniques for improved accuracy in medical image analysis.

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

Pysource

How to Build a PC for Deep Learning - On a Budget

Learn to build a budget-friendly PC for deep learning, covering essential components like CPU, GPU, and RAM. Gain insights on selecting hardware based on your specific needs and financial constraints.

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