BNTechie's repositories
awesome-cheminformatics
A curated list of Cheminformatics libraries and software.
AWS-Certified-Cloud-Practitioner-Notes
AWS Certified Cloud Practitioner Short Notes And Practice Exams (CLF-C02)
Bioinformatics
Differential Expression Analysis of protein, Gene set enrichment analysis, Multi-omic factor analysis, Pathway analysis, WGCNA
Biostatistics
Introductory analysis to Biostatistics
Data-preprocessing
Creating empty dataframe, data normalization, Dimensionality reduction, Outlier detection, Overfitting of model and its solution, Remove column with zero values, Replace NA with zeros.
Exploratory-data-analysis-EDA-
Exploratory Data Analysis on Black Friday sales dataset, 911 call data analysis, Chicago crime data analysis
Predictive-modeling
Credit card fraud detection, Breast cancer prediction, Wine quality prediction, Bank note authentication, prediction of attrition of employees, Stock prediction, etc
Regression_analysis
house price prediction, Comparison of Ml algorithm, Logistic regression, Multicollinearity, Multivariate regression analysis, Linear model with random effects, Robust regression
Statistical-tests
Permutational Multivariate Analysis of Variance, Causal mediation analysis, PCA, adjusted p_values, correlation amon distance matrix, power analysis, exat t_test, Fourier transform
Data-Imputation
Different imputation technique with example
Data-visualization
Manhattan plot, Scatter plot, Venn diagram, Waterfall plot, histogram, Upsetplot, Correlation plot, etc
example-portfolio
Example data science portfolio
Generative-Adversarial-Networks
fMNIST data set classification with GAN, Semi-supervised learning with GAN
Heterogeneity-Analysis
Finite mixture modeling with flexmix package in R
Implementation-of-Large-Language-Model
Implementation of Large Language Model in NER, text summarization, sentimen analysis in Python
Longitudinal-data-Analysis
Computing Growthrate
Movie-Recommendation-Engine
Buiolding up a recommendation engine for movie with Content based model and collaborative filtering methods.
NLP
Basic NLP tasks with Python, End-to-end sentiment analysis, Fake news detection, personality prediction, Span Filtering, Text classification, Topic modeling, Twitter sentiment analysis, Yelp review, etc with NLP
Survival-Analysis
Kaplan Meier model, Cox proportional-hazards model, Random Forest Model
Timeseries-forecasting
Forecasting monthly sales witNh LSTM, Forecasting with RNN, Vector-autoregressive model