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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!!

Company Details

TOXSL TECHNOLOGIES PRIVATE LIMITED, India


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Highlights

We are the Best.

in-house placement

Competitive Stipend

Gain valuable skills while earning a handsome stipend. Transform your learning experience into tangible financial rewards!

in-house placement

Scholarships

We have special scholarships for meritorious students on our training programs. Invest in your future without breaking the bank!

in-house placement

8-Hours Training

Dive deep into our 8-hours extensive training sessions. Master essential skills and knowledge in a single, focused industry experience!

in-house placement

In-house Placement

We offer in-house placement options for well-deserving candidates who have the zeal to learn and grow in the development sector.

Hands-on Experience

Hands-on Experience

We have numerous sets of 3 months and 6 months industrial training programs under which the candidates can enroll for the most suitable ones.

Learning from Industry Experts

Learning from Industry Experts

Trainees often work under the guidance of experienced professionals who provide mentorship and share their industry insights.

technologies

Exposure to Latest Technologies

IT companies often work with cutting-edge technologies. Trainees get exposure to these technologies, tools, and frameworks that are currently in demand in the industry.

liveproject

Live Project-based Learning

Trainees are usually assigned to projects where they apply their skills to solve real problems. This project-based learning approach enhances their problem-solving abilities and project management skills.

feedback

Feedback and Evaluation

Trainees receive feedback on their performance and progress throughout the training period. This helps them identify areas for improvement and grow professionally.

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