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This repository focuses on building several Regression Models-Linear Regression, XGBoost Regressor, Ridge Regression, Lasso Regression, Polynomial Regression that predicts the continuous outcome (H…
Jupyter Notebook UpdatedAug 2, 2020 -
This repository focuses on building Time Series Model (Recurrent Neural Network- LSTM) to predict the stock price of the Apple.Long Short-Term Memory (LSTM) networks are a type of recurrent neural …
dropout regularization rnn-model timeseries-forecasting rnn-lstm stock-prediction-models apple-stock-dataJupyter Notebook UpdatedAug 2, 2020 -
This repository focuses on building Association rules (Market Basket Analysis) using Support, Confidence, Lift that gives insights on which products go together in the cart of customer's shopping
Jupyter Notebook UpdatedAug 1, 2020 -
This repository contains code to build various versions of Decision Tree Models (Gini, Entropy) for the Titanic Passenger Survival prediction from Kaggle Competitions. Pruning is also performed to …
entropy decision-trees decision-tree-classifier kaggle-titanic-survival decision-tree-algorithm gini-indexJupyter Notebook UpdatedJul 31, 2020 -
This repository contains code for PCA (Principal Component Analysis with fixed number of components) that reduces the number of dimensions, PCA with Scree plot (finding number of optimal components…
kaggle-competition pca-analysis dimensionality-reduction principal-component-analysis screeplot kaggle-fraud-detectionJupyter Notebook UpdatedJul 31, 2020 -
This repository focuses on building K-Means Clustering (Unsupervised Learning algorithm) that builds the effective number of cluster grouping/segmentation based on Elbow method.
clustering-algorithm unsupervised-machine-learning k-means-implementation-in-python elbow-method elbow-plot clustering-analysisJupyter Notebook UpdatedJul 31, 2020 -
This repository focuses on building several Classification Machine Learning algorithms from scratch following the standard approach of using Data Exploration/Data Preparation techniques. Several al…
naive-bayes-classifier logistic-regression data-exploration support-vector-machines model-building analytics-vidhya-competition knn-classificationJupyter Notebook UpdatedJul 31, 2020 -
This repository focuses on building several versions of Deep Learning Neural Network Models (Sequential Model, Model with increase in hidden layers, Model with Regularization to avoid overfitting) …
neural-network machine-learning-algorithms keras regularization deeplearning hidden-layers keras-neural-networksJupyter Notebook UpdatedJul 30, 2020 -
Sentiment Mining (Unstructured data)- This repository focuses on Creating a Word Cloud (with most frequent/significant words) and Created list of top words by product, K-Means and PCA plot for the …
sentiment-analysis wordcloud pca kmeans-clustering unstructured-data unstructured-data-analysis wordcloud-visualizationJupyter Notebook UpdatedJul 30, 2020 -
This is my first repository created with Basic Python Operations and Data Analysis using Pandas. All the basic SQL Operations/Methods that we regularly use to retrieve/merge data is translated to P…
Jupyter Notebook UpdatedJul 29, 2020 -
This repository focuses on code to import the datasets from S3 Bucket into SageMaker and use them to build/train Machine Learning models with in AWS SageMaker
Jupyter Notebook UpdatedJul 29, 2020 -
This repository focuses on Deploying the Machine Learning model on Web using Streamline (via localhost) and Heroku (via Web). Web model deployed using Heroku can be used both for Online Predictions…
Jupyter Notebook UpdatedJul 29, 2020 -
This repository contains code to build 14 Classification Machine Learning Models to predict the decision of Loan Approval Process with PyCaret. Models are compared against the statistics (Accuracy,…
python machine-learning-algorithms f1-score classification-algorithims loan-prediction-analysis accuracy-metrics pycaretJupyter Notebook UpdatedJul 29, 2020 -
This repository contains code to build 21 Regression Machine Learning Models to predict the house price in Python using PyCaret. Models are compared against the statistics (RMSE), best model was pi…
machine-learning-algorithms kaggle-competition regression-models house-price-prediction catboost-model modelbuilding regressionanalysisJupyter Notebook UpdatedJul 29, 2020 -
This repository focuses on using simple lines of code with several Python packages(pandas-profiling, sweetviz, dtales) that does the extensive detailed Exploratory Data Analysis by producing severa…
Jupyter Notebook UpdatedJul 28, 2020 -
ChatBot-Interactive Public
This ChatBot was implemented using NLTK (Natural Language ToolKit) with Python. ChatBot uses rule based retrieving of providing definitions to Machine Learning and Statistics terms based on user re…
Jupyter Notebook UpdatedJul 27, 2020 -
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