Deep Learning Courses and Certifications

Aladdin Persson

Building a Dog Breed Identifier App From Scratch - DogNet

Learn to build a dog breed identifier app from scratch, covering data collection, model training, and deployment to the Google Play Store.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

AI Engineer

Mastering LLM Inference Optimization - From Theory to Cost Effective Deployment

Dive into LLM inference optimization covering GPU selection, KV Cache management, quantization, parallelism techniques, and cost-effective deployment strategies for production-grade systems.

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

Neurosymbolic Programming for Science

Basics of Neurosymbolic Architectures - Tutorial 1a

Explore neurosymbolic architectures, from deep learning basics to domain-specific languages and gradient-based training of hybrid neural-symbolic systems.

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

MIT HAN Lab

Knowledge Distillation and Network Augmentation for Efficient Machine Learning - Lecture 10

Learn knowledge distillation techniques for efficient deep learning, including self and online distillation, and network augmentation for training tiny ML models.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Eran Feit

Convolutional Neural Network - Monkey Species Classification

Master CNN fundamentals and build a monkey species classifier using TensorFlow, Keras tuning, VGG16 transfer learning, and neural network visualization techniques.

• YouTube
• 1 hour 46 minutes
• On-Demand
• Free Video

Redes Neurais Artificiais em Python

3495 ratings at Udemy

Aprenda na teoria e na prática os fundamentos das redes neurais em Python e entre para o mundo do Deep Learning!

• Udemy
• 8 hours 15 minutes
• On-Demand
• Paid Course

Deep Learning for Natural Language Processing

2 reviews

This is an advanced course on natural language processing. Automatically processing natural language inputs and producing language outputs is a key component of Artificial General Intelligence.

• Independent
• On-Demand
• Free Online Course

Deep Learning with PyTorch Live Course

2 reviews

Learn PyTorch for deep learning: tensors, gradient descent, linear regression, image processing, neural networks, CNNs, ResNet, regularization, data augmentation, and GANs for image generation.

• freeCodeCamp
• 12 hours
• On-Demand
• Free Video

Microcredential

Mathematical Foundations for Deep Learning

171 ratings at CodeSignal

Master essential mathematical concepts - linear algebra, calculus, optimization, and statistics - to build a solid foundation for understanding and implementing deep learning algorithms effectively.

• CodeSignal
• 14 hours
• On-Demand
• Free Certificate
• 5 courses

【画像判定AIアプリ開発・パート1】TensorFlow・Python・Flaskで作る画像判定AIアプリ開発入門

2593 ratings at Udemy

Python 3 でクローリングして画像データを収集、加工し、画像分類器を作ってみよう。ディープラーニングによるモデル作成、改善を自分の集めたデータで実践します。Flaskでウェブアプリ化, XcodeでiOSアプリ化にも挑戦します。

• Udemy
• 3 hours 42 minutes
• On-Demand
• Paid Course

Mastering Deep Learning

Comprehensive exploration of Artificial Neural Networks and Convolutional Neural Networks, covering fundamental principles, applications, and practical implementation in diverse domains.

• Swayam
• 6 weeks
• On-Demand
• Free Online Course

【4日で体験！】 TensorFlow, Keras, Python 3 で学ぶディープラーニング体験講座

2422 ratings at Udemy

TensorFlow 2 対応！ 4日間でディープラーニングを体験してみよう！Windows, MacでOK！

• Udemy
• 4 hours 18 minutes
• On-Demand
• Paid Course

Learn to build, train, and test neural networks using TensorFlow and Keras. Covers deep learning fundamentals, regression models, and hyperparameter tuning for practical applications.

• Codecademy
• 4 hours
• On-Demand
• Free Trial Available

MathWorks

Deep Learning Onramp

1 review

Get started quickly using deep learning methods to perform image recognition.

• MATLAB Academy
• 2 hours
• On-Demand
• Free Certificate

Deep Learning with PyTorch: Zero to GANs

1 review

"Deep Learning with PyTorch: Zero to GANs" is a beginner-friendly online course offering a practical and coding-focused introduction to deep learning using the PyTorch framework. Enroll now to start learning.

• Jovian
• 24 weeks, 2-3 hours a week
• On-Demand
• Free Online Course