Research Methods Courses

Simons Institute

Differentially Quantized Gradient Methods

Explore advanced gradient quantization techniques for machine learning, focusing on differential methods and their impact on algorithm efficiency and performance.

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

GOTO Conferences

Taking Machine Learning Research to Production - Solving Real Problems

Explore strategies for implementing machine learning in production, addressing challenges like scalability, testability, and fairness using TensorFlow Extended (TFX) pipeline architecture.

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

The Julia Programming Language

Julia in Astronomy and Astrophysics Research - JuliaCon 2022

Explore how Julia enhances astronomical research through talks on instrument simulation, stellar modeling, exoplanet characterization, cosmology, and more. Discover Julia's impact on productivity and scientific advancement in astronomy.

• YouTube
• 2 hours 58 minutes
• Self-Paced
• Free Video

The Julia Programming Language

Interval Methods for Scientific Computing in Julia

Explore interval methods for scientific computing in Julia, focusing on constraint propagation, global optimization, and root finding using IntervalConstraintProgramming.jl and IntervalArithmetic.jl packages.

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

GreeneMath.com

Solving Linear Systems in Three Variables Using Matrix Methods Practice Test Full Solutions

Comprehensive step-by-step solutions for solving linear systems in three variables using matrix methods, covering augmented matrices and row-echelon form across five practice sections.

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

GreeneMath.com

Solving Linear Systems in Two Variables Using Matrix Methods Practice Test Full Solutions

Comprehensive tutorial on solving linear systems using matrix methods, covering standard form equations, augmented matrices, row operations, and substitution techniques.

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

IFERP Connecting Engineers

Advanced Emerging Technologies, Research and Practical Applications

Explore emerging technologies' practical applications in healthcare, AI, cloud computing, and more. Gain insights from industry expert on latest advancements and their real-world impact.

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

IFERP Connecting Engineers

IPR - Bridging the Gap from Research to Innovation

Explore intellectual property rights and their role in bridging research and innovation. Learn about patents, copyrights, and trade secrets from an expert in the field.

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

IFERP Connecting Engineers

Research Article Writing & Publications - From Draft to Article - Processing Steps

Comprehensive guide to research article writing, covering plagiarism avoidance, peer review, literature review, impact factor, and indexing. Insights from experienced editors on academic publishing process.

• YouTube
• 1 hour 54 minutes
• Self-Paced
• Free Video

IFERP Connecting Engineers

Research Article Writing & Publications - Writing a Successful Conference Abstract

Learn to craft compelling conference abstracts and boost your chances of publication in top journals. Gain insights on research writing, journal selection, and navigating the academic publishing process.

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

James Briggs

Vector-Based Methods for Similarity Search - TF-IDF, BM25, SBERT

Explore three vector-based approaches for language comparison and document similarity: TF-IDF, BM25, and Sentence-BERT. Learn key techniques for building effective search engines in AI and machine learning.

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

James Briggs

Traditional Methods for Similarity Search - Jaccard, W-Shingling, Levenshtein

Explore three traditional similarity search methods: Jaccard Similarity, w-shingling, and Levenshtein distance. Learn their applications in language comparison and document matching for effective search engines.

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

James Briggs

Why Are There So Many Tokenization Methods in HF Transformers?

Explore five tokenization methods in HuggingFace Transformers, comparing their outputs and understanding the differences to enhance your NLP skills and transformer model usage.

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

Yannic Kilcher

Live Machine Learning Research - Plain Self-Ensembles - Part 1

Live implementation of a novel ensemble model using label-free self-distillation, demonstrating improved accuracy with more students and challenging assumptions about ensemble learning in machine learning research.

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

Yannic Kilcher

Conversation About Population-Based Methods

Explore population-based methods and open-ended learning in AI through an insightful interview, delving into cutting-edge research and practical applications in machine learning.

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