Machine Learning

https://mitsloan.mit.edu/ideas-made-to-matter/machine-learning-explained

Data Mining Python

https://www.sas.com/en_us/insights/analytics/data-mining.html

Deep Learning Python

https://aws.amazon.com/what-is/deep-learning/

Logistic Regression

https://aws.amazon.com/what-is/logistic-regression/

Artificial Neuro Network?

https://aws.amazon.com/what-is/neural-network/

Clustering

https://www.geeksforgeeks.org/clustering-in-machine-learning/

Decision Tree

https://www.mastersindatascience.org/learning/machine-learning-algorithms/decision-tree/

Pattern Recognission

https://viso.ai/deep-learning/pattern-recognition/

Bayesian Linear Regression ®

https://www.cs.toronto.edu/~rgrosse/courses/csc411_f18/slides/lec19-slides.pdf

Algorithm

https://www.upgrad.com/blog/data-science-algorithms/

K Means Clustering R

https://www.pinecone.io/learn/k-means-clustering/

Anomoly Detection and outliers

https://aws.amazon.com/what-is/anomaly-detection/

Time Series (Python)

https://www.tableau.com/learn/articles/time-series-analysis

Naïve Bayers Classifier

https://www.ibm.com/topics/naive-bayes

Random Forest R

https://builtin.com/data-science/random-forest-algorithm

Lasso Regression ®

https://dataaspirant.com/lasso-regression/

Hypothesis testing

https://latrobe.libguides.com/maths/hypothesis-testing

Hyperparameter

p value

sampling

SVM’s Python

https://monkeylearn.com/blog/introduction-to-support-vector-machines-svm/

Harmonic Mean

https://corporatefinanceinstitute.com/resources/data-science/harmonic-mean/

Supervised vs Unsupervised

Bootstrapping

https://statisticsbyjim.com/hypothesis-testing/bootstrapping/

Geography graph

https://bookdown.org/robinlovelace/geocompr/spatial-class.html

Multiple Regression (Python)

https://www.scribbr.com/statistics/multiple-linear-regression/

Confusion Matrix

between univariate, bivariate, and multivariate analysis.

Monte Carlo Simulation

https://aws.amazon.com/what-is/monte-carlo-simulation/

LLM

https://www.elastic.co/what-is/large-language-models

Correlation Plot ®

https://cran.r-project.org/web/packages/corrplot/vignettes/corrplot-intro.html

Ridge Regression (Python)

https://www.mygreatlearning.com/blog/what-is-ridge-regression/

Polynomial Regeression ®

https://medium.com/analytics-vidhya/understanding-polynomial-regression-5ac25b970e18

Quantile Regression

https://www.ibm.com/docs/en/spss-statistics/saas?topic=regression-quantile

Probability

https://www.analyticsvidhya.com/blog/2017/02/basic-probability-data-science-with-examples/

Probability Questions

https://www.sawaal.com/aptitude-and-Reasoning/probability-questions-and-answers.html

Data Science Questions

https://www.simplilearn.com/tutorials/data-science-tutorial/data-science-interview-questions

Machine Learning Questions

https://www.simplilearn.com/tutorials/machine-learning-tutorial/machine-learning-interview-questions

Statistics Questions

https://www.mygreatlearning.com/blog/statistics-interview-questions/

Website

https://www.freecodecamp.org/news/beginners-guide-to-creating-a-portfolio-website/

AI animation https://otoro.net/ml/

https://www.w3schools.com/howto/howto_website_create_portfolio.asp

http://errec.surge.sh/

https://www.youtube.com/watch?v=0YFrGy_mzjY

https://www.youtube.com/watch?v=j6p78OjFpWI

https://datasciencegenie.com/how-to-embed-a-shiny-app-on-website/

https://youtu.be/1fEkWd5hzRY?si=wjgBpkeIbTVuk8gU

https://youtu.be/3yfswsnD2sw?si=Q3OqoKRaynlNpPzH

https://youtu.be/JX5qDzWDF4U?si=VUfA45WTqOoV0q3H

https://youtu.be/PsNaoDhzQm0?si=YShyZA-Hn8OsLEYd

https://youtu.be/I6wk5FPIugI?si=11mKoaba-9yl1XI5

https://youtu.be/OTjmnF27ADk?si=krcx5s3cS_YfYgiS

https://www.wallpaperflare.com/search?wallpaper=The+matrix

Python Questions

https://www.edureka.co/blog/interview-questions/python-interview-questions/

SQL Questions

https://www.interviewbit.com/sql-interview-questions/

R Questions

https://www.edureka.co/blog/interview-questions/r-interview-questions/

Ultimate guide

https://priyas-stuff.notion.site/Data-Science-Resource-Guide-850eba22a8be4d28bbf6d968a29dc16a

Gradient Descent

https://www.ibm.com/topics/gradient-descent