Statistical Methods Courses and Certifications

BIMSA

Towards a Statistical Foundation for Machine Learning Methods

Explore statistical foundations underlying modern machine learning methods with Johannes Schmidt-Hieber in this comprehensive mathematical analysis.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Valerio Velardo - The Sound of AI

Formant Synthesis, Concatenative Synthesis and Statistical Methods for Text-to-Speech

Explore traditional text-to-speech methods including formant synthesis, concatenative synthesis, and HMM-based approaches that preceded neural networks in speech generation.

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

STAT 500: Applied Statistics

Comprehensive introduction to probability, distributions, and data analysis for graduate students. Develop skills in applying statistical methods, interpreting results, and using Minitab software for research and reporting.

• OPEN.ED@PSU
• On-Demand
• Free Online Course

STAT 510: Applied Time Series Analysis

Learn to analyze and forecast time series data using ARIMA models, smoothing methods, and advanced techniques. Gain practical skills in R for handling financial, medical, and weather-related temporal data.

• OPEN.ED@PSU
• On-Demand
• Free Online Course

IIT Kharagpur;  NPTEL

Quality Design And Control

The objective of the course is to introduce basic concepts and statistical methods employed for assurance of quality in products, processes and systems in an industrial environment

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Develop Your Data Analysis Skills

If your job includes data analysis to any degree and you're familiar with basic data analysis concepts and applications (including popular tools), consider taking your skills to the next level. Tune into this learning path to get the data skills you need…

• LinkedIn Learning
• 16 hours
• On-Demand
• Free Trial Available

Advance Your Business Analytics Skills

Business analytics uses data to solve business challenges, and it's transforming the world of business. This learning path equips you to understand and deploy analytics, covering fundamentals, popular tools, predictive analytics, data visualization, and…

• LinkedIn Learning
• 11 hours
• On-Demand
• Free Trial Available

NPTEL;  IIT Roorkee

Data Analytics with Python

Learn Python-based data analytics, covering statistics, probability, hypothesis testing, regression, ANOVA, clustering, and decision trees. Gain practical skills for data-driven decision making and statistical analysis.

• YouTube
• 1 day 4 hours
• On-Demand
• Free Video

Great Learning

Data Science for Beginners - Learn Data Science in 9 Hours

This tutorial on "Data Science for Beginners" would help you to comprehensively master all the concepts of Data Science.

• YouTube
• 8 hours 48 minutes
• On-Demand
• Free Video

Derek Banas

Statistics Tutorial with Python - Fundamentals and Data Analysis

Learn Python-based statistics: data types, visualization, measures of central tendency, dispersion, and relationships between variables. Gain practical skills for data analysis.

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

Richard McElreath

Statistical Rethinking - Markov Chain Monte Carlo

Explore Markov chain Monte Carlo and Hamiltonian Monte Carlo methods, including practical implementation in Stan and diagnostic techniques for statistical modeling.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Data Science Festival

Automated Data Quality Checks for Big Datasets Using Machine Learning

Explore automated data quality checks for big datasets using Deequ, Spark, and ML techniques. Learn to enforce data reliability in real-time with practical examples from Amazon and Visa.

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

AGU

Quantifying Fractal and Multifractal Scaling Exponents of Geophysics Data

1 review

Explore fractal and multifractal analysis methods for geophysical data, including self-similar and self-affine fractals, with demonstrations of software and applications to atmospheric and climate data.

• YouTube
• 32 minutes
• On-Demand
• Conference Talk

Institute for Pure & Applied Mathematics (IPAM)

Low Rank Tensor Methods in High Dimensional Data Analysis

Explore low rank tensor methods for analyzing high-dimensional data in various fields. Learn about recent progress, challenges, and applications in extracting information from multilinear arrays.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Black Hat

Practical New Developments in The Breach Attack

Explore advanced techniques for exploiting SSL vulnerabilities, including new methods to bypass encryption, optimize attacks, and implement persistent command-and-control strategies. Novel mitigation approaches are also discussed.

• YouTube
• 53 minutes
• On-Demand
• Conference Talk