Data Science [3 Months ]

1. Python for Data Science

• Python Basics: Variables, Expressions, Conditions, Loops

• Data Structures: Lists, Tuples, Strings, Sets, Dictionaries

• File Handling & Functions: I/O operations, Function arguments, Lambda

• Object-Oriented Programming: Classes, Inheritance, Constructors, Decorators

• Modules & Exceptions: sys, os, math, datetime, JSON, regex, error handling

• NumPy: Arrays, indexing, operations, matrix calculations

• Pandas: Series, DataFrames, data cleaning, merging, joins, dataset exploration

2. Data Science & Statistics

• EDA (Exploratory Data Analysis): Analytics stages, CRISP-DM, data types, correlation

• Feature Engineering: Feature creation and transformation techniques

• Statistics: Probability distributions, Central Limit Theorem, hypothesis testing

3. Machine Learning

• Regression: Linear Regression, Logistic Regression

• Classification: KNN, SVM, Decision Trees

• Ensemble Methods: Bagging, Boosting, Random Forest, Stacking

• Time Series: Components, visualization, ARIMA model

• Clustering: Distance measures, linkage, dendrogram

• Dimensionality Reduction: PCA, SVD

• Market Basket Analysis: Association rules, lift ratio

4. Deep Learning

• Neural Networks: Perceptron, MLP, activation functions, gradient descent

• Advanced Models: CNN (images), RNN (sequence data)

• Deep Learning Tools: Theano, Torch

5. Data Visualization

• Basic Charts: Bar, Histogram, Pie, Box, Scatter, Line

• Advanced Charts: Pair plot, Word cloud, Radar chart, Waffle chart

6. Natural Language Processing (NLP)

• Text mining, Bag of Words, DTM/TDM

• TF-IDF, Word Clouds

7. SQL

• Database basics and table creation

• Data retrieval (SELECT, WHERE, ORDER BY)

• Joins, Subqueries, Unions

• Data analysis with SQL and Python

8. Excel

• Data cleaning and large spreadsheet handling

• Functions (VLOOKUP, IF, COUNTIFS, SUMIFS)

• Pivot Tables, Charts, Power Query

9. Tableau

• Data visualization and dashboards

• Data blending and filtering

• Charts, calculated fields, parameters

• Forecasting, clustering, and mapping

Training highlights:

• 100% Practical Training + Live projects
• In House Placements
• Training by experienced mentors cum developers.
• Daily assignments & notes will be provided.

About ToXSL:

• Tremendous Growth Opportunity!!
• Work with the newest and most cutting edge technologies!
• High Visibility, Autonomous Role in a Collaborative Environment!
• Outstanding Work/Life Balance!
• Competitive Compensation, Benefits, and other Perks!!