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Introduction and Further steps
Rules of internship
Introduction to LinkedIN profile
Introduction to Github and repository creation
Introduction to CV building using CraftCV and InstantResume io and SkillSyncer - ATS Score
Subscription to Email Lists for job and internship search in europe and US
Subscription to Email Lists for job and internship search in europe and US
Writing Letter of Recommendation and Cover Letter writing
Letter of Recommendation samples
Cover letter samples
Utkarsh minds institute - Certification Details
Sample Certificate image for reference
Utkarsh minds institute - referral program
Revision and Prerequisities - Python, Statistics, Data analysis
1: Prerequisities for data analysis in python, statistics and postgresql
Quiz
Quiz
Quiz
Quiz
Quiz
Three or more variables hypothesis testing
Two variable hypothesis testing
One variable hypothesis testing
Github Quiz
Quiz: Data visualization project using Streamlit - Introduction to data visualization and analysis project
Quiz: Data analysis
Quiz: postgresql
Quiz: project on attendance management using Postgresql databases
Quiz: Hotel Management system using Postgresql databases
Quiz: Project on OpenAI GPT-4o API integrated Vacation Planning website development
Project environment set up
1 : Download and Install VS Code
2: Install python interpreter
3: Github theory
4: Github
5: Github merge pull request branches
6: Virtual Environment Theory
7: Creating Virtual Environment VENV VS Code
8: Creating Virtual Environment (VENV) VS Code Method 2
9: Virtual environment install libraries
10: Pipreqs
Previous internships recap
Introduction - Applied Python developer internship
Welcome to Virtual internship: Introduction to AI, Data science, Statistics
Introduction to data analysis and postgresql internship
Introduction: Internship on Data Science and Generative AI App deployment
Machine Learning - Introduction
Video 1 Introduction to Machine learning
Video 2: Importance of Data in AI
Video 3 Machine learning logic
Video 3A Introduction to Semi supervised learning
Video 4 Machine learning linear models
Video 4A Machine learning linear models gradient descent
Video 5A Machine learning linear models implement
Jupyter notebook : Machine learning linear models implement Linear regression
Video 5AA Machine learning linear models overview
Video 5b Machine learning train test split
Video 5c Machine learning standardization
Video 5d Machine learning hyper-parameter tuning
Video 5e Machine learning hyper-parameter tuning
Video 5f Machine learning handling missing values
Video 5fa Machine learning mean absolute error and mean squared error
Video 5g Machine learning evaluation metric for classification F1 score
Video 5h Machine learning evaluation metric
Video 5i Machine learning evaluation metric Precision Recall Area under curve
Video 6 Machine learning linear models grid search standardization train test evaluation
Jupyter notebook : Machine learning linear models implement Linear regression - complete
Video 7 Machine learning linear models Predicting Body mass for penguins Introduction
Video 8 Machine learning linear models Predicting Body mass for penguins model building
Video 9 Machine learning linear models Predicting Body mass for penguins
Jupyter notebook: Machine learning linear models Predicting Body mass for penguins
VS Code project Machine learning linear models Predicting Body mass for penguins
Video 9 Machine learning linear models Explain and interpret the slope and intercept
Linear regression quiz
Interaction effects, Polynomial regression
Video 1 Machine learning linear models Introduction to interaction effects
Machine learning linear models Introduction to interaction effects python exercises
Dataset Interactions_Categorical interaction effects python exercises
Dataset Interactions_Continuous interaction effects python exercises
Video 2 Machine learning linear models Introduction to interaction effects Food condiment dataset
Video 3 Machine learning linear models Introduction to interaction effects Marketing dataset
Video 4 Machine learning linear models Introduction to interaction effects Study dataset
Video 5 Machine learning linear models Introduction to interaction effects Summary
Interaction effect quiz
Logistic regression
Video 1 Machine learning linear models Introduction to Logistic Regression
Dataset for logistic regression - cleveland
Dataset for logistic regression - train
Dataset for logistic regression - test
Jupyter notebook for python exercises logistic regression - breast cancer classification
Jupyter notebook for python exercises logistic regression - cleveland heart disease classification
Jupyter notebook for python exercises logistic regression - titanic survival classification
Logistic regression quiz
Video 2 Machine learning linear models Introduction to Logistic Regression breast cancer dataset
Video 3 Machine learning linear models Introduction to Logistic Regression breast cancer dataset hyper parameter tuning
Video 4 Machine learning linear models Introduction to Logistic Regression breast cancer dataset hyper parameter tuning
Video 5 Machine learning linear models Introduction to Logistic Regression breast cancer dataset hyper parameter tuning interpret results
Video 6 Machine learning linear models Introduction to Logistic Regression cleveland heart diseases
Video 7 Machine learning linear models Introduction to Logistic Regression titanic dataset
Capstone projects
Bank marketing project
Capstone Bank marketing project submission
Project Statlog (German Credit Data)
Conclusion and future works
Conclusion - Applied Linear Machine Learning with Scikit-Learn
About us @ Utkarsh Minds
Video: About us
About us - follow on social media
Brochure of Six months Certificate on Advanced AI, Data analytics and Deep learning