Inference Courses and Certifications

International Centre for Theoretical Sciences

Tumor Phylogeny Inference from Single-cell Datasets - Lecture 2

Explore tumor evolution through single-cell data analysis. Learn advanced techniques for inferring phylogenetic relationships and understanding cancer progression at the cellular level.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Talaria - Interactively Optimizing Machine Learning Models for Efficient Inference

Visualize and optimize on-device machine learning models with Talaria, balancing size, latency, and power for efficient inference. Explore interactive tools for compiling, visualizing, and simulating model optimizations.

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

USENIX

Understanding Security Implications of Exposed Cloud Services through Automated Capability Inference

Explores security risks of over-privileged cloud credentials in mobile apps, revealing potential data attacks and new threat vectors through analysis of 1.3 million apps across major cloud platforms.

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

Accelerate Your GenAI Model Inference with Ray and Kubernetes

Explore serving large GenAI models efficiently using KubeRay on Kubernetes with hardware accelerators. Learn to scale workloads, optimize performance, and reduce costs for production-ready AI inference.

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

Alan Turing Institute

HypoSVI- Earthquake Hypocentre Inversion With Stein Variational Inference and Physics Informed Neural Networks

Explore physics-informed deep learning for environmental sciences, covering PINNs for Eikonal equations, probabilistic inversion for earthquake location, and neural operators for in-ice navigation.

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

Simons Institute

Data is as Data Does - The Influence of Computation on Inference

Exploring the impact of computational approximations on probabilistic models in machine learning, with focus on Gaussian Process approximations and their applications in neurobiology.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

IEEE

From Individual Computation to Allied Optimization: Remodeling Privacy-Preserving Neural Inference - 2024

Explore privacy-preserving neural inference optimization, transitioning from individual computation to allied approaches for enhanced data protection and efficiency.

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

Efficient and Portable AI/LLM Inference on the Edge Cloud - Workshop

Explore efficient AI/LLM inference on edge cloud using WebAssembly. Learn to create lightweight, portable applications for media processing, vision, and language models, running at native speed across CPUs and GPUs.

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

Efficient and Cross-Platform LLM Inference in the Heterogeneous Cloud

Explore cross-platform LLM inference using cloud-native WebAssembly for portable AI applications. Learn to build and deploy efficient LLM apps across diverse hardware without recompilation.

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

Effortless Scalability: Orchestrating Large Language Model Inference with Kubernetes

Explore automated deployment of large AI models on Kubernetes, leveraging CRDs for seamless management and optimizing GPU utilization through preset configurations and auto-provisioning.

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

International Centre for Theoretical Sciences

Introduction to Probability and Bayesian Inference - Lecture 1

Explore probability fundamentals and Bayesian inference principles in this comprehensive lecture, laying the groundwork for advanced data assimilation techniques in weather and climate modeling.

• YouTube
• 1 hour 32 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Bayesian Inference - Lecture 2

Explore Bayesian inference principles, methods, and applications in data assimilation for weather and climate modeling. Gain insights into uncertainty estimation and practical implementation.

• YouTube
• 1 hour 37 minutes
• Self-Paced
• Free Video

Scala Days Conferences

Type Parameter Power Up - Variance, Bounds, and Inference

Explore advanced Scala type system concepts including variance, bounds, and inference to enhance your programming skills and create more robust code.

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

EuroPython Conference

Sliding into Causal Inference, with Python

Explore causal inference tools in Python to simulate parallel realities and answer 'what if' questions. Learn about randomized experiments, differences-in-differences, propensity scores, and synthetic controls.

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

EuroPython Conference

A Gentle Introduction to Causal Inference

Explore causal inference techniques to uncover relationships in observational data, avoid misinterpretation pitfalls, and extract deeper insights beyond simple correlation calculations.

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