•  Life Cycle of Data Science

•  Setup Anaconda

•  Working with Jupyter and Spyder

•  Introduction to Web Crawling

•  Calling JSON API

•  Fetch Data From SQL

•  Convert into DataFrame

•  Reading Different File Formats like csv ,  excel , tsv , json and raw Text

•  Introduction To Data Analysis

•  Introduction To Numpy

•  Python List Vs Numpy Arrays

•  Different Ways To Create Array In Numpy

•  Handle Multi-Dimensional Array With Numpy

•  Introduction To Pandas

•  Data Analysis With Pandas

•  Series And Data Frames

•  Read CSV, Excel And Other Files With Pandas

•  Exploratory Data Analysis With Pandas

•  Statistical Analysis

•  Mean, Median, Mode, Range, Variance, Standard Deviation

•  Introduction To Data Visualization

•  Plot Graphs With Matplotlib

•  Plot Histograms, Bar Plot, Scatter Plot, Box Plot, Pie Charts Etc.

•  2D And 3D Plots With Matplotlib

•  Introduction To Seaborn

•  Making Graphs More Attractive With Seaborn

•  Data Preprocessing With Pandas

•  Introduction To Scikit-Learn

•  Handle Missing Data

•  Label Encoding, One Hot Encoding

•  Feature Scaling

•  Cross Validation – Data Split Techniques

•  How Machine Learning Works

•  Flow Of Machine Learning

•  Different Types Of Machine Learning

•  Difference Between Supervised And Unsupervised Learning

•  Understanding Continuous And Categorical Data

•  Introduction To Regression

•  Simple And Multiple Linear Regression

•  Gradient Descent

•  Polynomial And Ridge Regression

•  Making Predictive Models

•  Logistic Regression

•  Predicting Categorical Data

•  K-Nearest Neighbors

•  Introduction To OpenCV

•  Face Detection And Recognition With OpenCV

•  Recommendation Systems

•  Support Vector Machines

•  Naïve Bayes

•  Decision Trees

•  Clustering – K-Means And Hierarchical

•  PCA, Dimensionality Reduction

•  Introduction To NLP

•  Installing NLTK

•  How NLP Works

•  Word And Sentence Tokenizer

•  Stopwords

•  Stemming

•  Lemmatizer

•  TF-IDF

•  Count Vectorizer

•  Text Classification With Naïve Bayes

•  Spam Classification Case Study

•  Sentiment Analysis