Machine Learning
Supervised learning
- Types of Learning – Supervised Learning
- Getting started with Classification
- Types of Regression Techniques
- Classification vs Regression
- Linear Regression
- Introduction to Linear Regression
- Implementing Linear Regression
- Univariate Linear Regression
- Multiple Linear Regression
- Python | Linear Regression using sklearn
- Linear Regression Using Tensorflow
- Linear Regression using PyTorch
- Pyspark | Linear regression using Apache MLlib
- Boston Housing Kaggle Challenge with Linear Regression
- Polynomial Regression
- Logistic Regression
- Naive Bayes
- Support Vector
- Decision Tree
- Random Forest
- K-nearest neighbor (KNN)
Unsupervised Learning
- Types of Learning – Unsupervised Learning
- Clustering in Machine Learning
- Different Types of Clustering Algorithm
- K means Clustering – Introduction
- Elbow Method for optimal value of k in KMeans
- K-means++ Algorithm
- Analysis of test data using K-Means Clustering in Python
- Mini Batch K-means clustering algorithm
- Mean-Shift Clustering
- DBSCAN – Density based clustering
- Implementing DBSCAN algorithm using Sklearn
- Fuzzy Clustering
- Spectral Clustering
- OPTICS Clustering
- OPTICS Clustering Implementing using Sklearn
- Hierarchical clustering (Agglomerative and Divisive clustering)
- Implementing Agglomerative Clustering using Sklearn
- Gaussian Mixture Model
Deep Learning
- Introduction to Deep Learning
- Introduction to Artificial Neutral Networks
- Implementing Artificial Neural Network training process in Python
- A single neuron neural network in Python
- Convolutional Neural Networks
- Recurrent Neural Networks
- GANs – Generative Adversarial Network
Learn Data Science With Python
This data science with Python tutorial will help you learn the basics of Python along with different steps of data science according to the need of 2023 such as data preprocessing, data visualization, statistics, making machine learning models, and much more with the help of detailed and well-explained examples. This tutorial will help both beginners as well as some trained professionals in mastering data science with Python.