CognitiaX AI · Program
Data Science Course with 100% Placement Guaranteed
Python • Statistics • Machine Learning • Deep Learning • NLP • MLOps – end-to-end Data Science mastery.
Duration: 9–10 monthsOffline: ₹1,30,000Online: ₹1,00,000Next batch: 5th December
Program Highlights
- • From Python fundamentals to advanced ML & DL
- • Multiple end-to-end real-world projects
- • Deployment & MLOps exposure
Tools you’ll master
PythonNumPyPandasMatplotlibSeabornScikit-LearnTensorFlow / KerasNLTK / SpaCySQLGit & GitHubDockerMLflowAWS / AzureStreamlitFlask
Detailed Syllabus
Here’s how we take you from basics to a job-ready Data Science.
Python Foundations for Data Science
- Python syntax & data structures
- Control flow & functions
- OOP concepts & file handling
- Advanced Python utilities
Data Analysis, EDA & Feature Engineering
- EDA with Pandas, Matplotlib & Seaborn
- Handling missing data & outliers
- Feature creation & transformations
- SQL integration with Python
Statistics & Probability
- Probability distributions
- Inferential statistics & hypothesis testing
- Confidence intervals & errors
Machine Learning Algorithms
- Regression & classification algorithms
- Decision trees & ensemble methods
- Model evaluation & tuning
Unsupervised Learning
- Clustering techniques
- PCA & dimensionality reduction
- Anomaly detection
Deep Learning & Neural Networks
- ANNs, CNNs & RNNs
- Hyperparameter tuning
- DL model deployment
Natural Language Processing
- Text preprocessing & embeddings
- Classical NLP models
- NLP with deep learning
MLOps & Deployment
- ML pipelines & versioning
- Docker & MLflow
- Cloud deployment
Real-World Projects You’ll Build
- • Regression & Classification ML Project
- • Customer Churn / Credit Risk Analysis
- • NLP Sentiment Analysis Project
- • End-to-end ML Deployment