
BADIR: Hands-on Machine Learning/AI
Machine Learning and AI skills for data science professionals towards the business impact
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Pre-requisites:BADIR - Hands-on Business Analytics, BADIR - Hands-on Predictive Analytics
This course is an applied, hands-on AI course covering the most commonly used machine learning and AI techniques in business using Python. ML, Deep Learning and NLP algorithms including
Masters or |
Learning |
Aryng |
|
Job-ready, hands-on training | |||
Focused on solving real Business problem for industry | Rare | Marginal | |
Learning of end-to-end process of Data Science project | Modular | Modular | |
Taught by analytics experts with Fortune 100 experience | Rare | ||
Technical as well as non-technical (business / soft skills) | Rare | ||
Lifetime access to live community of fellow learners | Rare | ||
1-on-1 access to Data Science expert instructions | Rare | ||
Flexible, self-placed, online courses | |||
Industry-recognized certification | Accredited | Inconsistent | Professional Certification |
Cost |
$$$$$
|
$/free
|
$$
|
Topic | Duration |
---|---|
Introduction to Python | 100 minutes + exercises |
Introduction to Machine Learning | 145 minutes + exercises |
Machine Learning Regression using BADIR: LASSO, Ridge and Elastic Net using Pandas and Scikit-Learn | 180 minutes + exercises |
Machine Learning Classification using BADIR: GBT, Random Forest, XGBoost using Pandas and Scikit-Learn | 180 minutes + exercises |
Unsupervised Learning using BADIR: Segmentation and K-Means clustering using Pandas and Scikit-Learn | 95 minutes + exercises |
Principal Component Analysis | 4 minutes |
Neural Networks using BADIR: Introduction, techniques, model building, and hyperparameter tuning | 195 minutes + exercises |
Advanced Neural Networks - CNN and RNN along with relevant examples | 110 minutes + exercises |
Machine Learning/AI Case: Hands-on deep dive using marketing, product, and operations scenarios from a beauty product subscription business: | |
Get to the real business question, lay out an analysis plan, and collect data | 25 minutes + exercises |
Derive insights using all the techniques taught and pick the best model | 260 minutes + exercises |
Make actionable recommendations | 9 minutes |
ML in everyday life - recipes, short-cuts, tips for hyperparameter tuning, NN intuition, model deployment and feature engineering | 97 minutes |
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In more than 15 years as an analytics leader, Aryng Founder Piyanka Jain is a leading expert in Data Literacy, building Data Culture, Machine Learning, Data Science and Analytics. She is an Amazon #1 bestselling author in Data Mining, paid keynoter in conferences as well as contributes to Forbes, HBR, InsideHR, TDWI, Experian, Modern Workplace, Predictive Analytics World, etc. She has developed the BADIR framework which enables 10X+ faster insights, 20X+ impact and driven $1b+ in business impact for her clients. She has two Master’s degrees, with her thesis involving applied mathematics and statistics. Before founding Aryng, she was the Head of Business Analytics at PayPal-North America.
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In more than 15 years as an analytics leader, Aryng Founder Piyanka Jain is a leading expert in Data Literacy, building Data Culture, Machine Learning, Data Science and Analytics. She is an Amazon #1 bestselling author in Data Mining, paid keynoter in conferences as well as contributes to Forbes, HBR, InsideHR, TDWI, Experian, Modern Workplace, Predictive Analytics World, etc. She has developed the BADIR framework which enables 10X+ faster insights, 20X+ impact and driven $1b+ in business impact for her clients. She has two Master’s degrees, with her thesis involving applied mathematics and statistics. Before founding Aryng, she was the Head of Business Analytics at PayPal-North America.
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In more than 15 years as an analytics leader, Aryng Founder Piyanka Jain is a leading expert in Data Literacy, building Data Culture, Machine Learning, Data Science and Analytics. She is an Amazon #1 bestselling author in Data Mining, paid keynoter in conferences as well as contributes to Forbes, HBR, InsideHR, TDWI, Experian, Modern Workplace, Predictive Analytics World, etc. She has developed the BADIR framework which enables 10X+ faster insights, 20X+ impact and driven $1b+ in business impact for her clients. She has two Master’s degrees, with her thesis involving applied mathematics and statistics. Before founding Aryng, she was the Head of Business Analytics at PayPal-North America.