Statements and Loops

Creating Functions

Data Wrangling using Pandas and NumPy

Summary Statistics

Data Visualization

Missing Value detection

Outlier detection

Data Transformation

Splitting the data Into Training and Test Data

Data Dimensionality Reduction PCA Statistical Intuition and Implementation

Segregating data using clustering Statistical Intuition and Implementation

Training an XGBoost classifier

Analyzing time series using statsmodels Explanation and Implementation using statsmodels

Anomaly detection with Isolation Forest Explanation and Implementation

Natural language processing using a hashing vectorizer and Tf-Idf Explanation and Implementation

Hyperparameter tuning with scikit-optimize Implementation

Generating text using Markov chains

Introduction to detect spam with Perceptron

Introduction to Perceptron

Introduction to spam filters

Spam filter in action

Detecting spam with linear classifiers

How the Perceptron learns

A simple Perceptron-based spam filter

Pros and cons of Perceptron

Introduction to Spam detection with SVMs

SVM spam filter example

Introduction to Phishing detection with logistic regression and decision trees

Linear regression for spam detection

introduction to Logistic regression

Logistic Regression Implementation

Introduction to making decisions with trees

Phishing detection with decision trees

Spam detection with Naive Bayes

NLP with Naive Bayes Implementation

Introduction to Malware detection

Malware goes by many names

Malware analysis tools of the trade

Static malware analysis

Dynamic malware analysis

Hacking the PE file format

Introduction of Decision tree malware detectors

Malware detection with decision trees

Random Forest Malware classifier

Clustering malware with K-Means

K-Means steps and its advantages and disadvantages

Detecting metamorphic malware with HMMs Introductions

Polymorphic malware detection strategies

HMM Implementation

Obfuscation Detection Python Implementation

Obfuscation Detection Python Explanation

Tracking malware drift Implementation

Tracking malware drift Explanation