CHAITANYA BHARATHI INSTITUTE OF TECHNOLOGY (A)
IT1-Data Science with Python (Ele-4)-VI Sem-2020-2021
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Course data
General
Announcements
Video Recordings
DSP Orientation
09.02.2021-Intro to DS and Python Fundamentals
11.02.2021-Python Fundamentals
12.02.2021-Python fundamentals
16.02.2021-Python Fundamentals
18.02.2021-Intro to Numpy Arrays
20.02.2021-Array Operations, Broadcasting, Indexing
22.02.2021-Numpy
23.02.2021-Pandas-01.15 to 02.15
25.02.2021-Pandas
Pandas:01.03.2021
08.03.2021 - Pandas Concluded, Data Storage intro
09.03.2021 - Data Storage and file format
15.03.2021 Data Cleaning
16.03.2021-Renaming, Transformation, Map
18.03.2021 - Working with strings, hierarchical indexing
23.03.2021 PeriodIndex, time stamp
22.03.2021 - Hierarchical, pivoting
25.03.2021 - Aggregation Series, Data Frame
30.03.2021-Random sampling, Pivot, Correlation, Crosstab
01.04.2021 - Plotting and Visualisation
06.04.2021-Time Series Intro
09.04.2020-time series analysis
10.04.2021-Time series (Period and Period arithmetic, Resampling, Moving Window Functions)-09.00AM to 10.00
15.04.2021-10.15 to 11.15-Advanced Pandas-Categorical Data
16.04.2021-11.30 to 12.30PM-I Unit Revision
23.04.2021-11.20 to 12.20-Data Analysis examples: US Bitly, MovieLens
27.04.2021-01.15 to 02.15-Data analysis examples: baby names
29.04.2021-10.10 to 11.10-Data Analysis Examples: Food Data, Federal Elections
AY2021-30.04.2021-11.30 to 12.30-DSP(El-IV) Finding Needle in haystack
04.05.2021-01.15 to 02.15pm-advanced visualisation
06.05.2021-10.20 to 11.20-Inferential Statistics
AY2021-UG-Sem6-IT1-18ITE13-DSP-TP-07052021-34-Inferential Statistics
AY2021-UG-Sem6-IT1-18ITE13-DSP-TP-11052021-34-Inferential statistics
AY2021-UG-Sem6-IT2-DSP-TP-13052021-34-Logistic regression
AY2021-UG-Sem6-IT1-18ITE13-DSP-TP-18052021-37-Collaborative filtering
AY2021-UG-Sem6-IT1-18ITE13-DSP-TP-20052021-35-Ensemble methods & Clustering
AY2021-UG-Sem6-IT1-18IT#13-DSP-TP-21052021-37-Text Mining
AY2021-UG-Sem6-DSP-TP-18ITE13-24052021-39-Modeling Libraries
AY2021-UG-Sem6-18ITE13-DSP-TP-40-Assignment ppt
AY2021-UG-Sem6-18ITE13-DSP-26052021-41-Assignment presentations
AY2021-UG-Sem6-18ITE13-DSP-26052021-41-assignment presentation
Presentation files and .ipynb files
Orientation
Subplots
Data Wrangling
Data Cleaning and Preparation
Data Aggregation and Group operations
Plotting and Visualisation
Time Series Data
Advanced Pandas
Pandas
Numpy presentation
Time Series material
Inferential Statistics
Making sense of data through advance visualisation
Finding needle in haystack
Interpreting OLS regression output
Uncovering Machine Learning algorithms
.ipynb files
Numpy practice
Pandas Practice
Data Cleaning and preparation
Data storage and File Format
Data Aggregation and Group Operations
Subplots
Plotting and Visualisation
U3-Time Series-ipynb
Getting the larger picture from inferential statistics
Performing predictions with Linear Regression
Estimating Likelihood with Logistic Regression
Text Mining
Clustering
Collaborative filtering
Ensemble methods
Modeling Libraries
Slip Tests and Assignments
Slip Test#1
Solutions Slip Test#1
Assignment#1
Slip Test#2
Assignment#2
CIE
CIE
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IT1-Data Science with Python (Ele-4)-VI Sem-2020-2021
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Information Technology
UG
Academic Year 2020-2021
VI-Semester
IT1-Data Science with Python (Ele-4)-VI Sem-2020-2021
Summary
IT1-Data Science with Python (Ele-4)-VI Sem-2020-2021
Teacher:
Dr. Prathima Tirumalareddy Assistant Professor
Skill Level
:
Beginner