Artificial Intelligence & Data Architecture Track

Data Science Course in Chennai

Master Python, SQL, Statistics, Machine Learning, Deep Learning, and AI. Build end-to-end predictive models, clean complex real-time datasets, and deploy intelligent algorithms with 100% practical lab training in Chennai.

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ISO Certified Institute Chennai Training Center
predictive_pipeline.ipynb [Python 3.11]
# Select an ML Stage to Run Live:
1. Data Prep 2. Train Model 3. Predict & Accuracy
import pandas as pd
import numpy as np
df = pd.read_csv('churn_dataset.csv')
df.dropna(inplace=True)
print(f"Dataset Loaded: {df.shape[0]} Rows, Cleaned.")
Dataset Loaded: 14,250 Rows. Missing Values: 0.
Production Stack

Data Science & AI Tools You Will Master

Learn end-to-end data pipelines using industry standard programming libraries, statistical engines, and visualization frameworks.

Python

Algorithms & Scripting

Pandas & NumPy

Matrix & Dataframes

SQL

MySQL Server

Multi-Table Data Joins

TensorFlow

Deep Neural Networks

Power BI

Executive Dashboards

Real-Time Projects

Hands-On Machine Learning Project Portfolio

Complete production-style machine learning and predictive analytics projects that prepare you for data science interviews.

Machine Learning

Customer Churn Predictor

Building predictive classification models using XGBoost and Random Forest algorithms.

Deep Learning

Financial Fraud Detection

Identifying suspicious credit transactions using anomaly detection and Neural Networks.

NLP Engine

Sentiment Analysis Model

Extracting customer review sentiments using Natural Language Processing pipelines.

Business Intelligence

Sales Forecast Dashboard

Developing time-series regression analytics and interactive Power BI executive reports.

Syllabus Breakdown

Structured Step-by-Step Curriculum

From core mathematics and programming foundations to advanced AI models and cloud deployment pipelines.

  • Python fundamentals, data structures (Lists, Dicts, Tuples), and vector math with NumPy.
  • High-velocity data wrangling, cleaning, and filtering with Pandas DataFrames.
  • Structured Query Language (SQL): Multi-table JOINs, aggregations, and subqueries.
  • Descriptive & inferential statistics, probability distributions, hypothesis testing.

  • Supervised Learning: Linear/Logistic Regression, Decision Trees, Random Forests, XGBoost.
  • Unsupervised Learning: K-Means Clustering, Principal Component Analysis (PCA).
  • Hyperparameter tuning, cross-validation, precision-recall metrics, and ROC curves.

  • Artificial Neural Networks (ANN), activation functions, backpropagation.
  • Computer Vision: Convolutional Neural Networks (CNN) using TensorFlow.
  • Natural Language Processing (NLP): Tokenization, TF-IDF, Transformers.
  • Model deployment pipelines and MLOps containerization basics.
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Experience our interactive Data Science lab in Chennai or live online. Review model training pipelines, speak with machine learning mentors, and discuss course batches before enrolling.

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LITS (Learn Institute of Technology Service) is a premier online learning platform providing industry-relevant training in Tamil. We empower students to build careers in Web Design, App Development, and Digital Marketing with expert-led guidance.