Inference Courses and Certifications

Population Health: Responsible Data Analysis

45 ratings at Coursera

Learn responsible data analysis for population health using R. Explore data collection, statistical inference, regression techniques, and critical result interpretation. Gain skills to extract valuable insights and make informed decisions.

• Coursera
• 1 day 3 hours 27 minutes
• On-Demand
• Paid Course

Semantics and the MarkLogic NoSQL Database

141 ratings at Udemy

A hands-on guide to begin using semantics in MarkLogic

• Udemy
• 7 hours 57 minutes
• On-Demand
• Free Online Course

Assignment Control Plots for Causal Inference Study Design - Rocky Aikens

Explore visual tools for causal inference study design, focusing on assignment-control plots to analyze covariate distribution and improve observational and experimental studies.

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

Build On-Device AI

76 ratings at Udemy

Master On-Device AI! Learn to Train, Compile and Profile AI Models for Edge Device deployement with Qualcomm AI Hub

• Udemy
• 2 hours 2 minutes
• On-Demand
• Paid Course

Coursera

Aerial Image Segmentation with PyTorch

32 ratings at Coursera

Learn to segment aerial images using PyTorch, including dataset preparation, augmentation, model training with UNet, and inference on the Massachusetts Roads dataset.

• Coursera
• 2 hours 4 minutes
• On-Demand
• Paid Course

Statistics Using Python

Learn the fundamentals of statistics using Python.

• edX
• 8 weeks, 12-15 hours a week
• On-Demand
• Free Online Course (Audit)

Board Infinity

Verbal Mastery: Grammar, RC, Reasoning for Exams & Job Tests

Master verbal reasoning skills for entrance exams with comprehensive training in vocabulary building, critical reasoning, reading comprehension, grammar essentials, and analytical thinking techniques.

• Coursera
• 15 hours 19 minutes
• On-Demand
• Paid Course

HiSET Language Arts - Reading: Prep and Practice

Comprehensive preparation for HiSET Language Arts - Reading subtest, covering reading comprehension, literary analysis, and nonfiction text skills through engaging video lessons and practice quizzes.

• Study.com
• 11 hours 4 minutes
• On-Demand
• Paid Course

Packt

Essential Guide to LLMOps

Master essential strategies for deploying, monitoring, and optimizing Large Language Models in production environments through practical LLMOps workflows and governance.

• Coursera
• 9 hours 47 minutes
• On-Demand
• Paid Course

Azure Machine Learning: Deploy and consume models

This course teaches how to deploy and use machine learning models with Azure Machine Learning. You'll learn the essentials of getting your trained models ready for real-world applications and how to make predictions using them within the Azure cloud plat…

• edX
• 1 week, 1-2 hours a week
• On-Demand
• Free Online Course (Audit)

Coursera

Optimize and Manage Your ML Codebase

Master real-time ML inference optimization and production workflows with advanced techniques like quantization, pruning, and automated CI/CD pipelines for performance-critical systems.

• Coursera
• 1 hour 18 minutes
• On-Demand
• Paid Course

Coursera

Optimize and Deploy Edge AI Models

Master edge AI deployment by evaluating ML models with TensorFlow Lite, analyzing data slices for fairness, and optimizing quantization trade-offs for reliable real-world performance.

• Coursera
• 1 hour 27 minutes
• On-Demand
• Paid Course

NPTEL;  IIT Kanpur

Essentials of Data Science With R Software - Probability and Statistical Inference

The main objective of statistics is to work on a small sample of data but provide conclusions for the whole population. Such results cannot be obtained without learning the concepts and tools of theory of probability and statistical inference.

• YouTube
• 1 day 10 hours
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video