10 weeks
Advanced
⭐ 4.7 (89 reviews)
Data Science & Productization
End-to-end data pipelines, ML models, and model-to-product workflows.
👥 800+ students enrolled
📁 16+ projects
⏱️ 215+ Hours content
🌏 English
What You'll Learn
✓Analyse complex datasets
✓Build & deploy ML models
✓Create data visualisations
✓Handle big data technologies
✓Implement deep learning
✓Build NLP pipelines
Course Curriculum
Introduction to Data Science (4 hrs)
- What is Data Science?
- Data Science lifecycle (CRISP-DM)
- Key roles: Data Scientist, Data Analyst, ML Engineer
- Tools overview (Jupyter, Anaconda, Colab)
Python for Data Science (10 hrs)
- NumPy: arrays, broadcasting, linear algebra
- Pandas: Series, DataFrame, indexing, groupby
- Matplotlib & Seaborn: plots, subplots, styles
- EDA & data cleaning
Statistics & Probability (10 hrs)
- Descriptive stats (mean, median, std dev)
- Probability theory basics
- Distributions (Normal, Binomial, Poisson)
- Hypothesis testing (t-test, ANOVA, Chi-square)
Machine Learning (12 hrs)
- Supervised vs Unsupervised Learning
- Linear & Logistic Regression, KNN
- Decision Trees, Random Forests
- XGBoost, LightGBM, CatBoost
Deep Learning & NLP (12 hrs)
- Neural networks basics (perceptrons, backpropagation)
- CNN, RNN, LSTM, GRU
- Transformers (BERT, GPT)
- Hugging Face library
- Text summarisation, Q&A
Time Series Analysis (10 hrs)
- Moving averages, trends, seasonality
- ARIMA, SARIMA models
- Prophet (Facebook Prophet)
- LSTMs for time series
Big Data & Spark (12 hrs)
- Introduction to Big Data ecosystem
- Apache Spark with PySpark for ML
- MLlib for distributed ML
- Integration with Hadoop & Hive
MLOps – Deploy ML Models (15 hrs)
- Deploy ML models with Flask/FastAPI
- Model packaging with Docker
- CI/CD for ML pipelines
- Model monitoring & retraining
- Cloud deployment (AWS Sagemaker, GCP Vertex AI)
Choose Your Level
Intermediate
3 months
₹20,000
₹35,000
- ✓Machine Learning
- ✓Data Visualization
- ✓Real Projects
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Complete Package
8 months
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₹55,000
- ✓All Basic + Intermediate + Advanced
- ✓Lifetime Access
- ✓Job Placement Support
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Rajesh Upadhyay
23+ years industry experience
1000+
Trainings
4.8
Rating
5
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