Abhinav Navneet 's repositories
CustomerPropensity_RFM_PurchaseModelling
Propensity Modelling and RFM Analysis to predict users' likelihood of making a purchase.
E2E_HealthcareAnalytics_Snowflake_SageMaker
We use Snowflake and AWS Sagemaker for healthcare analytics for data spread across various regions and hospitals.
idkDSA-knowledge-graph
Exploring Data Structures and Algorithms through an Obsidian-based graph-connected repository.
idkDSA_Knowledge_Graph
This repository focuses on algorithmic practices for Data Structures using python, C++, Java and TypeScript.
idkML-knowledge-graph
Resources for exploring Machine Learning, Deep Learning and advanced topics.
InsurancePriceForecast_XGBoost_Regression
XGBoost Regressor to predict healthcare expenses based on features such as age, BMI, smoking, etc.
MultiTouchAttribution_MarketingSpend_Optimization
Multi-touch attribution models to determine the channels that lead to greater customer conversions.
RealEstate_PredictiveAnalysis_Pune
Real-estate price predictive analysis using Regression, RF , XGBoost and MLP models coded in scikit-learn and TensorFlow.
TransactionFraudDetection_IsolationForest_LOF
Fraud transactional detection using Isolation Forest and Local Outlier Factor (LOF) models.
WorkingCapitalOptimization_AWSRDS_PredictiveAnalytics
Predictive analysis for Working Capital Optimisation for forecasting timings of customer and supplier payments.
Airlines_ClassificationClustering_PySparkML
Implemented Classification and Clustering models using Spark MLlib on Airlines Data.
Burger_SalesForecast_LSTM_Sagemaker
Implemented LSTM based forecast system for burger sales along with AWS Sagemaker deployment.
BusinessLicense_MulticlassClassifier_Ensemble
Ensemble multi-class classifiers on business license status data.
ChurnPrediction_EnsembleTechniques
Customer Churn classification using various ensemble techniques.
ContentBasedRecommendation_W2V_FastText_GloVe_Streamlit
Content based filtering and similarity based recommender System and Streamlit deployment.
CreditDelinquencyAnalysis_Regression_LIME_SHAP
Credit delinquency analysis on borrower information and historical records using classical and advanced regression techniques along with LIME,SHAP.
CreditRiskPrediction_LightGBM_Hyperopt_SHAP
Predictive model for loan defaulters using LightGBM, HyperOpt and SHAP model interpretation.
CryptocurrencyAnalytics_IncrementalETLPipeline_AWSCDK
Implemented incremental ETL solution utilizing AWS CDK for analysing cryptocurrency data.
Customer_LiabilityToAsset_PredictiveAnalysis
Classifier for predicting customers who can be converted from liability to asset.
CustomerChurn_HyperTuned_NN_PyTorch
Tuned Customer churn classification model by tuning key hyperparameters in PyTorch.
E2E_CustomerSegmentation_PyCaret_Streamlit
We build end-to-end unsupervised solution for customer segmentation using PyCaret deploy the model using Streamlit.
E2E_RideAnalytics_AzureDataFactory_Databricks
Implemented enhanced analytics for trip transactions and ride-based data from SQL Server using Medallion Architecture with Azure Data Factory and Databricks.
MultiLabel_ShipmentModes_Prediction_Models
Naive Independent Models, Classifier Chains, Natively Multilabel Models, and Multilabel to Multiclass Approach for predicting shipment modes.
PiecewiseSplineRegression_Numpy
Piecewise and Spline regression model using NumPy.
PolynomialRegression_Numpy
Polynomial Linear Regression model using NumPy.
RegressionModels_Numpy_LassoRidgeDT
Regression models(lasso, ridge, DT) using NumPy.
RuleBasedRecommendation_MarketBasket_RetailData
Rule based and market basket based recommendation system for retail data.
StockPricePrediction_YFinance_LSTM_RNN
Enhanced stock prices forecasting using Yfinance, LSTM and RNN.
Transactions_AnomalyDetection_DeepAutoencoder_Flask
Deep Autoencoder based anomaly detector for transactions data with flask deployment.
TrasportationAnalytics_MongoDB_Atlas_Compass
Implemented trucking and transportation analytics using MongoDB Atlas and Compass.