Lessons
The following lessons explain different programming concepts and have been published by our members. Search for a particular lesson using the filters
Support Vector Machine
Master Support Vector Machines (SVMs) for classification and regression! Learn how to maximize margins and use kernels for better model performance.
Regularized Linear Models
Master regularized linear models with Lasso and Ridge techniques to prevent overfitting in your machine learning projects. Discover how to implement them in Python!
How to take the Exploratory Data-analysis Module
Learn the essentials of exploratory data analysis (EDA) and its role in machine learning. Discover how to visualize data and identify patterns!
Bernoulli Probability with Python
Unlock the world of chance with our "Introduction to Probability." Learn essential concepts and examples to master probabilities. Start your journey now!
Calculus Derivatives with python
Master the basics of derivatives in our “Introduction to Derivatives” article! Learn how to calculate and visualize derivatives with Python - find out now!
Hypothesis Testing
Master hypothesis testing in statistics! Learn how to define, test, and analyze hypotheses with practical examples. Discover the power of data today!
Introduction to Python
Learn the basics of Python syntax, loops, and conditionals. Discover how to kickstart your coding journey with this engaging introduction!
Random Forest
Discover the power of Random Forests in machine learning! Learn how this robust method enhances classification and regression tasks. Click to explore!
Logistic Regression
Master logistic regression, a powerful machine learning technique for binary predictions! Learn how to implement it effectively and boost your data analysis skills.
Importing Static Files with Pandas
Learn how to upload and read various file types in Python, including CSV, Excel, JSON, and TXT. Master file handling today!
Plotting Binomial Distribution with Python
Learn how to plot distributions and calculate probabilities using bar graphs. Master essential data visualization skills to enhance your analytical prowess!
Binomial Distribution With Python
Master the Binomial Distribution with Python! Learn how to calculate probabilities, plot distributions, and analyze outcomes. Click to explore
Descriptive Statistics
Master descriptive statistics in Python! Learn key concepts like mean, median, mode, and data visualization techniques. Discover how to analyze data effectively!
Random Variables
Discover the world of random variables! Learn about discrete and continuous types, distribution functions, and their applications in statistics.
Exploring Decision Trees
Master decision trees in Python with our step-by-step guide! Learn classification and regression techniques using scikit-learn. Start your journey now!
Model Evaluation
Master the evaluation of a model in Machine Learning! Discover essential metrics for classification and regression models to enhance your predictive accuracy.
Standard Normal Table
Discover the Standard Normal Table and learn how to interpret z-scores effectively. Master your statistics skills with this essential reference guide!
Mean and Std with Python
Master the concepts of mean and standard deviation! Discover how these essential statistical tools can enhance your data analysis skills. Click to learn more!
Algorithms and Data Structures Optimization
Master the optimization of algorithms! Learn how to enhance code efficiency, reduce time complexity, and improve programming practices. Discover more now!