Deep Learning Courses and Certifications

Complete Data Science,Machine Learning,DL,NLP Bootcamp

24375 ratings at Udemy

Master the theory, practice,and math behind Data Science,Machine Learning,Deep Learning,NLP with end to end projects

• Udemy
• 4 days 3 hours 10 minutes
• Self-Paced
• Paid Course

Career Certificate

Comprehensive Introduction to PyTorch

233 ratings at CodeSignal

Master PyTorch fundamentals through hands-on exercises, progressing from tensor basics to advanced neural networks and model optimization techniques using real-world datasets like wine classification.

• CodeSignal
• 11 hours
• Self-Paced
• Free Certificate
• 4 courses

AI for Everyone: Understanding and Applying the Basics

23754 ratings at Udemy

Embark on Your AI Adventure: No Tech Background Required

• Udemy
• 2 hours 55 minutes
• Self-Paced
• Paid Course

Introduction to Artificial Intelligence

21878 ratings at Great Learning

Discover AI fundamentals including neural networks, computer vision, NLP, and generative AI through practical examples and real-world applications across industries.

• Great Learning
• 2 hours 30 minutes
• Self-Paced
• Free Online Course

Deep Reinforcement Learning: From Theory to Practice

Master deep reinforcement learning from function approximation to modern algorithms like PPO, DDPG, and SAC, implementing stable agents for high-dimensional environments including games and robotics.

• Coursera
• 6 weeks, 2 hours a week
• Self-Paced
• Paid Course

Deep Learning for Natural Language - Transformers - Lecture 7

Explore Transformers architecture for natural language processing through practical airline travel examples in this MIT deep learning lecture.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Deep Learning for Natural Language - Transformers, Self-Supervised Learning - Lecture 8

Dive into transformers and self-supervised learning techniques for natural language processing in this MIT deep learning lecture.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Simons Institute

Towards Verified Deep Learning

Explore formal methods for verifying deep learning systems, focusing on robustness, semantic analysis, and applications in cyber-physical systems with UC Berkeley's Sanjit Seshia.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Nvidia

Develop and Deploy Deep Learning Services at the Edge with IBM and NVIDIA Jetson

Explore deploying deep learning services at the edge using NVIDIA Jetson and IBM technologies, covering setup, development, and practical applications in machine learning and AI.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Open Data Science

Deep Learning and Transfer Learning for NLP

Explore deep learning and transfer learning for NLP with expert Dipanjan Sarkar. Gain insights on challenges, deployment, popular models, tools, and recent advances in multilingual AI and model interpretability.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

KDD 2020: Robust Deep Learning Methods for Anomaly Detection

Explore robust deep learning techniques for anomaly detection, focusing on auto-encoders and their applications in video surveillance and image analysis.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice

Explore deep learning techniques for search and recommendation systems, covering document retrieval, ranking, personalization, and evaluation metrics. Learn about pointwise, pairwise, and listwise ranking approaches.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

LEMNA - Explaining Deep Learning Based Security Applications

Explore LEMNA, a novel technique for explaining deep learning models in security applications, addressing transparency concerns and improving interpretability for critical decisions.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

nullcon

InfoSec Deep Learning in Action

Explore deep learning applications in cybersecurity, including use cases, data pipelines, algorithms, and real-world deployment challenges. Learn how AI can combat ransomware and other cyber threats.

• YouTube
• 50 minutes
• Self-Paced
• Conference Talk

tinyML

Acceleration of Deep Learning Inference on Raspberry Pi's VideoCore GPU

Explore techniques for accelerating deep learning inference on Raspberry Pi's VideoCore GPU, including optimized tools, libraries, and compilers for enhanced performance without compromising accuracy.

• YouTube
• 26 minutes
• Self-Paced
• Free Video