Python for Data Analysis (12 hours)
We have earlier offered this course at IIT Kharagpur (see below) and for other institutions and companies.
Syllabus:
This course assumes no background in Python. Some programming background is recommended.
The particioants will be introduced to programming in Python and subsequently learn data processing using Python libraries NumPy and Pandas.
Python Fundamentals: Variables, Expressions, Statements, Functions, Conditionals, Recursion, Iteration
Python Data Structures: Arrays, Strings, Lists, Tuples, Dictionaries, Files and Exceptions
Manipulating, processing and cleaning data in Python.
NumPy basics, ndarrays, indexing, slicing, vectorization, File I/O
Pandas. Introduction. Series, DataFrames, Indexing, Selection, Sorting, Ranking, Summarization, Hierarchical Indexing
Data loading, wrangling, transformation, merging, reshaping, aggregation
Advanced NumPy, Array manipulation, Broadcasting.
Regular Expressions in Python
Applications in Text Processing.
*Online QUIZ
*Certificates will be awarded to participants..
Our Recent Institutional Engagements
We have offered courses in Python for Data Science, Algorithms for Interviews, Data Structures in Python, Natural Language Processing, Deep Learning and Neural Networks, R Programming and Discrete Mathematics for various institutions and companies. These include:
- IIT Kharagpur (Centre for AI)
-
Indian Association for the
Cultivation of Science, Kolkata
- BITS Pilani-Hyderabad
- IIT Tirupati
- IISWBM, Kolkata.
- Curafoot, kolkata
- Mahindra Ecole Centrale, Hyderabad.
- Indian Institute of Information technology, Lucknow
- Indian Institute of Information Technology, Nagpur
- Indian Institute of Information Technology, Bhagalpur
- Indian Institute of Information Technology, Tiruchirappalli
- Indian Institute of Information Technology, Una
- Amity University, Raipur, Chhattisgarh
- Institute of Infrastructure Technology, Research and Management
- NIIT University, Neemrana, Rajasthan.
- Adamas University, Kolkata
- Shaheed Bhagat Singh College, New Delhi
- JNTUK University College of Enginering, Vizianagaram
- Manipal University, Jaipur
-
BML Munjal University,
Gurgaon, Haryana
-
Techno International, Newtown, Kolkata.
- IIITDM, Kancheepuram, Chennai
Facebook post from Centre for Artificial Intelligence, IIT Kharagpur on 7th April, 2019:
