Home Uncategorized Data Science Course Syllabus

Data Science Course Syllabus

Introduction to Data Science

  • Overview of Data Science
  • Importance of Data Science in Various Industries
  • Data Science Life Cycle

What is Data Science?

  • Definition and Scope
  • Key Components of Data Science
  • Real-world Applications

Prerequisites for Learning Data Science

  • Basic Mathematics & Statistics
  • Programming Fundamentals (Python/R)
  • Understanding Databases and SQL

Python for Data Science

  • Python Installation & Setup
  • Jupyter Notebook & IDEs
  • Python Basics (Variables, Data Types, Operators)

Data Structures in Python

  • Lists, Tuples, Sets, Dictionaries
  • Comprehensions & Lambda Functions

Python for Data Analysis

NumPy for Numerical Computing

  • Arrays, Indexing, Broadcasting, and Mathematical Functions

Pandas for Data Manipulation

  • DataFrames, Series, Data Cleaning, and Transformation

Data Handling and Preprocessing

  • Data Collection & Cleaning
  • Handling Missing Values
  • Data Formatting and Normalization
  • Feature Engineering

Data Visualization

Matplotlib & Seaborn

  • Line, Bar, Histogram, Scatter Plots
  • Heatmaps, Pairplots, and Advanced Visualizations

Plotly & Dash for Interactive Visualization

  • Creating Dynamic Dashboards

Statistics and Probability for Data Science

  • Mean, Median, Mode, Variance, Standard Deviation
  • Hypothesis Testing
  • Confidence Intervals
  • p-values and z-scores

Machine Learning with Python

  • Introduction to Machine Learning
  • Supervised vs Unsupervised Learning
  • Applications of Machine Learning

Supervised Learning Algorithms

Regression Techniques

  • Linear Regression
  • Polynomial Regression
  • Ridge & Lasso Regression

Classification Techniques

  • Logistic Regression
  • Decision Trees
  • Random Forest
  • Naive Bayes
  • Support Vector Machines (SVM)

Unsupervised Learning Algorithms

Clustering

  • K-Means Clustering
  • Hierarchical Clustering

Dimensionality Reduction

  • Principal Component Analysis (PCA)
  • t-SNE

 

🚀 Don’t just read—Take action! Enroll now and become a Data Science expert!

 

Deep Learning and Neural Networks

  • Difference Between Machine Learning and Deep Learning
  • Neural Network Architecture

Artificial Neural Networks (ANN)

  • Perceptron Model
  • Activation Functions

Convolutional Neural Networks (CNN)

  • Image Processing Basics
  • CNN Architecture (Convolution, Pooling, Fully Connected Layers)

Recurrent Neural Networks (RNN) and LSTMs

  • Understanding Sequential Data
  • Applications in Time Series & NLP

Natural Language Processing (NLP)

  • Text Processing and Tokenization
  • Stopwords, Lemmatization, Stemming
  • Bag of Words & TF-IDF

Advanced NLP Techniques

  • Word Embeddings (Word2Vec, GloVe)
  • Named Entity Recognition (NER)

Time Series Analysis

  • Forecasting Methods
  • ARIMA, SARIMA, Prophet Model
  • Handling Seasonality & Trends

Big Data Technologies for Data Science

  • Introduction to Big Data
  • Hadoop Ecosystem
  • Spark for Large-scale Data Processing

Model Deployment & MLOps

  • Deploying Machine Learning Models
  • Flask & FastAPI
  • Streamlit for Web Apps

MLOps & Model Monitoring

  • CI/CD for Machine Learning
  • Model Tracking and Logging

Data Science Projects & Case Studies

  • Predictive Analytics
  • Recommender Systems
  • Fraud Detection

Comprehensive and Industry-Aligned Data Science Syllabus

The Data Science course syllabus at Asmorix Training Institute is designed to provide a structured and hands-on learning experience, covering everything from fundamentals to advanced techniques. Our industry-relevant curriculum ensures that students gain practical skills, work on real-world projects, and become job-ready professionals in the field of Data Science, Machine Learning, and AI.

Asmorix is committed to delivering the best Data Science training in Chennai, equipping learners with in-depth knowledge, hands-on experience with tools like Python, Machine Learning, Deep Learning, and NLP, and industry-recognized certification. Our expert trainers provide career-focused guidance, ensuring that students successfully transition into Data Science careers with placement support.

🔹 Best Data Science course in Chennai with expert-led training
🔹 Hands-on projects, real-world case studies, and capstone projects
🔹 Placement assistance to help you land top Data Science jobs

Start your journey with Asmorix – the best Data Science training institute in Chennai, and build a rewarding career in Data Science today!

Get the Complete Course Outline! Submit your details now

Related Blogs

No posts found!

Asmorix Technologies

Ready to Get Started? Enroll Today!

Provide us with your information, and we’ll arrange a free call with one of our counselors when it suits you best. Get your questions answered and see how Asmorix can help you move your career to the next level.

Please Note: Please provide accurate details, including your name and phone number with the correct country code (e.g., IN +91, US +1), and ensure the number is active for communication and collecting your course details.

Enquire Now & Get Discounts

Transform your skills with top-notch technical courses. Limited-time savings when you enquire today!