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Dr. Prashant Singh Rana
Associate Professor,
Computer Science & Engg Dept,
Thapar Institute of Engg & Tech,
Patiala, Punjab - 147004, India.
Director & Co-Founder,
UCS513: Machine Learning (July to Dec 24 - ODD 2425)
Table of Content
Join WhatsApp Group | Click Here
Marking Scheme
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MST = 35 Marks
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EST = 35 Marks
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Sessionals = 30 marks
01 - Lecture Resources
01 - Lecture Resources
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Topic01 - Topsis - Multiple Criteria Decision Making | Link
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Topic02 - Machine Learning using Pycaret | Link
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Topic03 - Box Plot and Outlier Detection | Link
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Topic04 - Data Generation using Modelling and Simulation for Machine Learning | Link
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Topic05 - Parameter Optimization | Link
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Topic06 - Ensemble Technique | Link
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Topic07 - Association Mining - Apriori | Link
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Topic08 - Sampaling | Link
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Topic09 - Multi-Threading using Python | Link
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Topic010 - Measuring Data Similarity and Dissimilarity | Link
02 - Labs Experiments
02 - Labs Experiments - Guided Project & Kaggle
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Lab01 | 01-08-2024
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Explore pypi.org
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Search the below text
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Convert audio to text
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Download google images
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Convert video to audio
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Lab03 | 22-08-2024
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Building Custom Regional Reports with Google Analytics
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Predict Future Product Prices Using Facebook Prophet
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Analyze Box Office Data with Plotly and Python
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Analyze Stock Data using R and Quantmod Package
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Create Interactive Dashboards with Streamlit and Python
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Data Visualization with Plotly Express
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Build Data Analysis tools using R and DPLYR
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Create Technical Stock Charts Using R and Quantmod
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Visualizing Citibike Trips with Tableau
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Principal Component Analysis with NumPy
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03 - Assignments
03 - Assignments
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Assignment01 - Topsis
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Due Date: 12 August 2024 | 07:59:59
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Assignment Link | Submission Link
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Assignment02 - Sampling
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Due Date:
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Assignment Link | Submission Link
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Assignment03 - Topsis for Pretrained Models
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Due Date:
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Assignment Link | Submission Link
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Assignment04 - Clustering
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Due Date:
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Assignment Link | Submission Link
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Assignment05 - Mashup
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Due Date:
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Assignment Link | Submission Link
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Assignment06 - Parameter Estimation
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Due Date:
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Assignment Link | Submission Link
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Assignment07 - Multi Threading
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Due Date:
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Assignment Link | Submission Link
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Assignment08 - Parameter Optimization of SVM
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Due Date:
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Assignment Link | Submission Linkink
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04-KaggleHack
04 - Kaggle Hack
1. Be a Grand Master or Master in Kaggle and get A Grade
2. Solve Kaggle Problems | Kaggle Resources
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Getting started with Kaggle by Mr. Raghav Garg, Mr. Aadil Garg, Mr. Pratham Garg | Click Here
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Kaggle Resources by Mr. Eishkaran Singh | Click Here
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Kaggle Grand Master Talks
T-1 | T-2 | T-3 | T-4 | T-5 | T-6 | T-7 | T-8 | T-9 | T-10
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Kaggle notebooks
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Latest Playground Series Basic's Notebook for Beginners | Click Here
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Latest Playground Series Advanced Approach | Click Here
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XGB HyperParameter Tuning Notebook | Click Here
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