Data science course -2

Nilesh Jain

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Data science course -2
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1. **Introduction to Data Science**

2. **Mathematics for Data Science**

- Linear Algebra

- Probability and Statistics

- Calculus

3. **Programming for Data Science**

- Python or R Basics

- Data Structures and Algorithms

4. **Data Manipulation and Exploration**

- Pandas, NumPy

- Data Cleaning and Preprocessing

- Exploratory Data Analysis (EDA)

5. **Data Visualization**

- Matplotlib, Seaborn

- Plotly, ggplot

- Dashboard Creation

6. **Databases**

- SQL

- NoSQL Databases

7. **Machine Learning**

- Supervised Learning

- Unsupervised Learning

- Evaluation Metrics

8. **Advanced Machine Learning**

- Ensemble Methods

- Deep Learning (Neural Networks, CNNs, RNNs)

- Natural Language Processing (NLP)

9. **Big Data Technologies**

- Hadoop

- Spark

10. **Model Deployment**

- Flask/Django

- Streamlit, FastAPI

11. **Cloud Computing**

- AWS, Azure, GCP

12. **Ethics and Data Privacy**

- Responsible AI

- Data Governance

13. **Capstone Project**

- End-to-End Data Science Project

What are people saying

"I've had the pleasure of working with Nilesh, and his approach is truly refreshing! He consistently bring new tools and innovative techniques to every session, which keeps things engaging and challenges me in the best ways possible. Rather than sticking to a rigid plan, Nilesh customizes each lesson to address my needs and help me think outside the box. He encourage me to approach problems from different angles, which has really deepened my understanding of the subject. I feel so much more confident and capable because of his guidance. I highly recommend Nilesh to anyone looking for a tutor who’s not just knowledgeable, but genuinely invested in their students’ growth!"
Patricia
Nov 2024
I prefer learning hands on and after the discussion we settled on that approach which was crucial for me. The eagerness you demonstrated and the ideas/comments you provided makes me feel confident that I can learn and achieve what I intend to. The session was very helpful and I enjoyed the time spent.
bhaarat pachori
Nov 2024
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₹8,500
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