Title |
Description |
Link |
Fighting Fire with Data |
Predicting Wildfire burned area in different locations across Zimbabwe |
leaderboard, code |
All of Natural Language Processing |
Semantic Search using pre-trained MPNET model for matching questions to their correct answers |
leaderboard, code |
All of Machine learning |
The different methods to calculate Linear regression coefficients |
code |
Mixed Naive Bayes Algorithm |
Implementing Naive Bayes algorithm from scratch in Python; A single model for both Categorical & Numeric data |
vid, code |
Identifying and Measuring Risk |
Learn about Probability distributions; performing risk assessment and Monte Carlo simulation in Python |
vid, code |
Exploratory Data Analysis Tutorial |
Step by step Exploratory Data Analysis tutorial |
vid, code |
Regression Linear Algebra POV |
How Linear Regression Model works and the Mathematics behind it |
vid, code |
Statistics For Machine learning |
Apply Statistical Inference (Frequentist), test assumptions and draw conclusions |
vid, code |
Assessing Machine Learning Models |
Exploring several classification metrics and related interpretations |
vid - Accuracy, vid - Recall, vid - Precision, vid - Confusion Matrix, code |
Beyond Modeling |
Example for deploying Machine Learning models using Flask |
code |
Natural Language Processing for Fraud Investigations |
Processing Emails for leads that would be helpful in a Fraud Investigation - Real Case Study using public data |
code |
Data Visualization |
Collection of different data visualization techniques using Seaborn and Matplotlib modules |
code |
Title |
From |
Link |
Mathematics for Machine Learning and Data Science Specialization |
DeepLearning.AI |
Certificate |
Google Advanced Data Analytics Specialization |
Google |
Certificate |
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