Inference Courses and Certifications

Machine Learning for Business

26 ratings at DataCamp

Understand the fundamentals of Machine Learning and how it's applied in the business world.

• DataCamp
• 2 hours
• On-Demand
• Free Trial Available

Llama Fundamentals

Experiment with Llama 3 to run inference on pre-trained models, fine-tune them on custom datasets, and optimize performance.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

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

Trelis Research

Deploying Serverless Inference Endpoints - Setup and Cost Comparison

Deploy serverless inference endpoints efficiently. Learn setup, use cases, and cost comparisons for API-based machine learning model deployment.

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

Trelis Research

Mixtral Fine-Tuning and Inference - Advanced Guide

Explore Mixtral's advanced capabilities, from fine-tuning to inference. Master function calling, 4-bit quantization, and efficient model deployment for enhanced AI performance.

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

Trelis Research

Benchmarking Google's TPUs vs Nvidia GPUs for AI Inference

Explore the performance comparison between Google's TPUs and Nvidia GPUs for AI inference, with detailed benchmarking results, hardware specifications, and parallel processing approaches.

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

Trelis Research

GPT OSS Release - Inference and Fine-Tuning

Master OpenAI's new open-source models through hands-on inference setup, advanced fine-tuning techniques, and quantization methods for optimal performance.

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

Probability, Statistical Inference and Regression Analysis

Master probability distributions, statistical inference, and regression analysis through modern applications including bootstrapping, big data, and data visualization techniques.

• Coursera
• 14 hours 41 minutes
• On-Demand
• Paid Course

Statistical Inference and Hypothesis Testing in Data Science Applications

51 ratings at Coursera

Learn hypothesis testing for data science applications, covering theory, implementation, and ethical considerations. Develop skills to make informed decisions from data using statistical inference techniques.

• Coursera
• 1 day 12 hours 40 minutes
• On-Demand
• Paid Course

Linear Regression and Modeling

1785 ratings at Coursera

Explore simple and multiple linear regression models using R. Learn to fit, examine, and utilize regression for analyzing relationships between variables and making predictions.

• Coursera
• 10 hours 33 minutes
• On-Demand
• Paid Course

Causal Inference Project Ideation

Master causal inference through field experiments and A/B testing, exploring ethical considerations, designing randomized trials, and analyzing observational data for data-driven organizational decision-making.

• Coursera
• 11 hours 44 minutes
• On-Demand
• Paid Course

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

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