Inference Courses and Certifications

Richard McElreath

Bayesian Inference Is Just Counting

Explore foundations of Bayesian data analysis, focusing on conceptual understanding and causal inference. Learn key principles from renowned expert Richard McElreath's book, covering topics like T-tests and machine learning.

• YouTube
• 2 hours 2 minutes
• Self-Paced
• Free Video

Simons Institute

Statistical Inference I

Explore statistical inference fundamentals, including models, estimation, minimax risk, and Bayesian approaches, with UC Berkeley's Will Fithian.

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

Nvidia

Jetson AI Fundamentals - Image Classification Inference

Learn to implement image classification using Jetson Nano and deep learning. Code a Python program for real-time classification on live camera streams and experiment with the ImageNet model.

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

Yannic Kilcher

Open Assistant Inference Backend Development

Hands-on coding session building streaming inference into Hugging Face's text generation server, covering CUDA, Python, Rust, gRPC, WebSockets, and server-sent events for AI development.

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

Python Simplified

Inference with Torch-TensorRT Deep Learning Prediction for Beginners - CPU vs CUDA vs TensorRT

Accelerate deep learning inference using Torch-TensorRT. Compare CPU, CUDA, and TensorRT performance with ResNet50 for image classification. Hands-on tutorial covers setup, implementation, and benchmarking.

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

Yannic Kilcher

Dynamic Inference with Neural Interpreters - Interview with the Authors

Explore Neural Interpreters: a modular deep learning architecture for systematic generalization. Learn about its structure, function routing, and applications in image classification and abstract reasoning.

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

Paul McWhorter

AI on the Jetson Nano - Installing NVIDIA Object Detection and Inference Tools

Learn to install NVIDIA object detection and inference tools on Jetson Nano, enabling sophisticated pretrained networks for object identification and detection in AI applications.

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

MLOps.community

Exploring the Latency, Throughput, and Cost Space for LLM Inference

Explore LLM inference stacks, optimizing model selection, hardware, and code for cost-effective performance. Gain insights on open-source models and future developments in AI serving technology.

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

AI Engineer

Llamafile - Bringing AI to the Masses with Fast CPU Inference

Discover how Mozilla's Llamafile democratizes AI access by enabling fast CPU inference on consumer hardware, featuring performance optimization insights from lead developers.

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

Artem Kirsanov

Hidden Beauty Behind Generative AI: Variational Inference and ELBO

Delve into the mathematical foundations of generative AI through variational inference and ELBO concepts, exploring how intelligent systems model probability distributions effectively.

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

Mastering GRE Quantitative Comparison Questions

718 ratings at Udemy

Learn the best strategies for solving Quantitative Comparison questions on the GRE!

• Udemy
• 37 minutes
• Self-Paced
• Free Online Course

The Ultimate GRE Course | Achieve Perfect 340 GRE Score!

685 ratings at Udemy

Get the Perfect Score on the GRE with this 12-Week Course! Includes 10 Practice Tests & 1200 Essential GRE Words!

• Udemy
• 12 hours 16 minutes
• Self-Paced
• Paid Course

Faster than Calculator, Speed Math Techniques & Mental Math

580 ratings at Udemy

Mental math, Vedic Math and Quick Math shortcuts that speed up your calculations with strengthening math Fundamentals.

• Udemy
• 4 hours 30 minutes
• Self-Paced
• Paid Course

Causal Inference Bootcamp - Your Guide to Experiments

Comprehensive guide to causal inference, covering experimental design, analysis, and real-world applications. Explores controlled experiments, natural experiments, and key issues in research methodology.

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