Inference Courses and Certifications

TensorFlow

Inside TensorFlow - tf.Keras

Dive deeper into tf.Keras with creator Francois Chollet, exploring advanced topics like masking, dynamic layers, callbacks, and building successful models for enhanced deep learning capabilities.

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

Serrano.Academy

How Does Netflix Recommend Movies? Matrix Factorization

Explore matrix factorization in recommender systems, focusing on Netflix's movie recommendation algorithm. Learn about dependencies, error functions, and predicting user ratings.

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

Hardware.ai

Speech-to-Intent on MCU: TinyML for Efficient Device Control - Lecture 6

Learn efficient speech-to-intent techniques for MCUs, focusing on direct parsing of user utterances into actionable output. Explore model training, deployment, and testing on Wio Terminal.

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

Hardware.ai

Machine Learning Inference on Raspberry Pi Pico 2040 via Edge Impulse

Learn to implement machine learning inference on Raspberry Pico 2040 using Edge Impulse, covering environment setup, sample data inference, sensor data processing, and porting details.

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

International Centre for Theoretical Sciences

Neural Simulation-based Inference - Lecture 2

Explore advanced neural simulation-based inference techniques for high energy physics, focusing on applications in data analysis and new physics discovery at particle colliders.

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

International Centre for Theoretical Sciences

Neural Simulation-based Inference - Lecture 5

Explore neural simulation-based inference techniques for high energy physics data analysis, focusing on advanced machine learning applications in particle physics research.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Fields Institute

Probabilistic Numerics for Inference with Simulations

Explore probabilistic numerics for inference with simulations, covering high-dimensional models, numerical methods, and innovative approaches to machine learning challenges.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Mean-Field Games Stochastic Differential Mean-Field Games by Kavita Ramanan

Explore stochastic differential mean-field games in this advanced lecture, delving into mathematical models for large-scale strategic interactions and their applications in various complex systems.

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

International Centre for Theoretical Sciences

Modified Logarithmic Sobolev Inequalities - Theory

Explore modified logarithmic Sobolev inequalities in this theoretical lecture by Prasad Tetali, part of a program on advances in applied probability covering high-dimensional computation and limit theorems.

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

Alan Turing Institute

Probabilistic Logic Programming and Its Applications - Luc De Raedt, Leuven

Explore probabilistic logic programming: combining programming languages with probabilistic models. Learn about semantics, inference, and applications in knowledge systems and cognitive robotics.

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

Alan Turing Institute

From Denoising Diffusion Models to Transport for Generative Modeling and Inference

Explore advanced generative modeling techniques, from denoising diffusion models to transport-based approaches, focusing on diffusion Schrödinger bridge and its numerical approximation for improved inference.

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

Rust

Rustc-Chalk Integration Overview: Plans and Implementation

Overview of rustc-chalk integration plans and implementation, covering answer tables, search strategies, inference contexts, and key components like the trait engine and canonicalization.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Devoxx

Deep Learning in Production

Explore Deeplearning4j for JVM and learn strategies for deploying deep learning models to production, including GPU management and latency optimization.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

Andrej Karpathy

Introduction to Large Language Models - Future and Security Challenges

Comprehensive introduction to Large Language Models, covering their functionality, training, future potential, and security challenges. Explores applications, scaling, tool use, and emerging paradigms in AI.

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

CNCF [Cloud Native Computing Foundation]

Achieving Real-Time Generative AI During Gameplay for Games on Kubernetes

Explore real-time GenAI integration in Kubernetes-based games. Learn deployment strategies, low-latency solutions, and scalability techniques for enhanced player experiences and broader ecosystem benefits.

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