Week 1: Python Foundations
Goal: Build strong programming basics
- Python Basics: Variables, Data Types, Operators
- Control Flow: Conditions, Loops
- Data Structures: Lists, Tuples, Strings, Sets, Dictionaries
- Functions: Arguments, Return values, Lambda
- File Handling: Read/Write operations
Week 2: Advanced Python + Libraries
Goal: Write efficient and modular code
- OOP: Classes, Objects, Inheritance, Constructors
- Decorators & Iterators
- Modules:
os, sys, math, datetime, json, re - Exception Handling
- Introduction to NumPy: Arrays, Indexing, Operations
Week 3: Data Analysis with Pandas + EDA
Goal: Work with real datasets
- Pandas: Series, DataFrames
- Data Cleaning & Preprocessing
- Merging, Joins, GroupBy
- EDA Concepts & CRISP-DM
- Correlation & Data Types
Week 4: Statistics + Feature Engineering
Goal: Build analytical thinking
- Probability & Distributions
- Central Limit Theorem
- Hypothesis Testing
- Feature Engineering Techniques
- Data Transformation
Week 5: Machine Learning Core
Goal: Learn predictive modeling
- Regression: Linear, Logistic
- Classification: KNN, SVM, Decision Trees
- Clustering Basics
- Model Evaluation Metrics
Week 6: Advanced ML + Time Series
Goal: Go beyond basics
- Ensemble Methods: Random Forest, Bagging, Boosting
- Dimensionality Reduction: PCA, SVD
- Time Series: Components, Visualization, ARIMA
- Market Basket Analysis
Week 7 (Last 3 Days): Deep Learning + Tools
Goal: Exposure to advanced topics
- Neural Networks: Perceptron, MLP
- CNN & RNN Basics
- Intro to Deep Learning tools (Torch)
- NLP Basics: TF-IDF, Bag of Words
Final Deliverables
- 2–3 Live Projects
- Daily Assignments
- Final Capstone Project
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!!