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Subjects
Computer Science
Machine Learning
Inference

Free Online

Inference Courses and Certifications

Master statistical inference, probabilistic modeling, and computational methods for data-driven decision making. Build expertise in R, Python, and AI model deployment through courses on edX, DataCamp, and Coursera, from hypothesis testing to advanced Bayesian inference and LLM optimization.

404 courses

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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
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
Richard McElreath
Statistical Rethinking 2022 - Bayesian Inference

Explore Bayesian inference through practical examples like globe tossing. Learn updating, sampling, and computing distributions using grid approximation and posterior predictive methods.
- YouTube
- 1 hour 13 minutes
- Self-Paced
- Free Video
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
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
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
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
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
Using visualisation in maths teaching
25 ratings at OpenLearn

This free course, Using visualisation in maths teaching, looks at visualisation as it relates to mathematics, focusing on how it can be used to improve learning. It will also identify ways in which...
- OpenLearn
- 6 hours
- Self-Paced
- Free Certificate
Sam Witteveen
Trying Out Flan 20B with UL2 - Working in Colab with 8-Bit Inference

Explore Flan-UL2 20B model in Google Colab using 8-bit inference. Learn about zero-shot capabilities, chain-of-thought prompting, and practical applications in various NLP tasks.
- YouTube
- 16 minutes
- Self-Paced
- Free Video

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