Description
Data Science, Machine Learning and Artificial Intelligence are the most demanding skills in today's world,
Almost every Multi-National company is working on these new technologies.
With this Mega Course you will learn all the required tools for Data Science from very beginning!
We will cover below topics:
1) Data Analysis with Numpy: NumPy Arrays, Indexing and Selection, NumPy Operations
2) Data Analysis with Pandas: Pandas Series, DataFrames, Multi-index and index hierarchy, Working with Missing Data, Groupby Function, Merging Joining and Concatenating DataFrames, Pandas Operations, Reading and Writing Files
3) Data Visualization with Matplotlib library
4) Data Pre-Processing: Importing Libraries, Importing Dataset, Working with missing data, Encoding categorical data, Splitting dataset into train and test set, Feature scaling
5) Regression Analysis: Simple Linear Regression, Multiple Linear Regression, Polynomial Regression, Support Vector Machine, Decision Tree, Random Forest, Evaluating the Model Performance
6) Classification Techniques: Logistic Regression, KNN, SVM, Naïve Bayes, Decision Tree, Random Forest
7) Cluster Analysis: K means, Hierarchical
8) Natural Language Processing: NLTK, Tokenization, Stemming, Lemmatization, Stop Words, POS Tagging, Chunking, Named Entity Recognition, Text Classification
9) Dimensionality Reduction: Principal Component Analysis (PCA), Linear Discriminant Analysis (LDA)
Learn Data Science to advance your Career and Increase your knowledge in a fun and practical way !
Regards,
Vijay Gadhave
Basic knowledge
No Prior Knowledge or Experience Needed, Only a Passion to Learn
