MLOps Lifecycle |
MLOps, Production, Deployment, MLflow, Airflow, Docker-compose, Git, AWS S3, Anaconda, Scikit-Learn, Feature-Engine, SMOTE |
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End to End ML Project |
MLOps, Production, Deployment, Docker, Pytest, Tox, Git, Heroku, FastAPI, Anaconda, Pandas, Scikit-Learn, Feature-Engine |
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Random Dose of Knowledge |
Software Development, Web Development, Reddit API, Deployment, Docker, AWS EC2 and ECR, MySQLAlchemy, FastAPI, Anaconda, HTML, CSS, Jinja2, Pandas, Plotly |
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Statify: an app for interactive visualizations of Spotify statistics |
Software Development, Spotify API, OOP, Git, Pandas, Plotly, Dash, Flask, Ngrok, HTML, CSS, Heroku |
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Comparison of Pre-processing Techniques for Twitter Sentiment Analysis |
NLP, Data Pre-Processing, NLTK, regex, Scientific Research, LaTeX, Overleaf |
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Feature Selection Methods for Environmental Data |
Feature Selection, Shap, Pandas, Tableau, Scientific Research, LaTeX, Overleaf |
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Web Scraping Marine Species Data and Exploratory Data Analysis |
Web Scraping, Interactive Visualizations, Beautiful Soup, Plotly, Seaborn, Pandas, Scientific Research, LaTeX, Overleaf |
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Exploratory Data Analysis for the popular Battle Royale game PUBG |
EDA, Feature Engineering, Pandas, Matplotlib, Seaborn |
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Emotion Analysis for Movie Reviews |
Feature Selection, Feature Engineering, Text Pre-Processing, Ensemble Learning, Inter-annotator agreement, Emotion Lexicons, IMDbPy, TF-IDF, Chi-Square |
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Outlier Detection Algorithms with Hands on examples |
Outlier Detection, Isolation Forest, Local Outlier Factor, DBSCAN, One Class SVM, Scipy, Pandas, Scikit-learn, Seaborn, Plotly |
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Topic modeling on my watched Movies |
LDA, TF-IDF, Text Pre-Processing, Wikipedia, regex, Pandas, Scipy, Wordcloud, Gensim, NLTK |
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Classical Forecasting Methods vs. Machine Learning |
Time Series Forecasting, Exponential Smoothing, ARIMA, LGB, Random Forest, Linear Regression, Pandas, Numpy, Seaborn, Scikit-Learn, Statsmodels |
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Clustering Neighborhoods |
Unsupervised Learning, Clustering, K-Means, Foursquare API, Beautiful Soup, Geocode, Scikit-learn, Folium |
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10+1 Cross Validation Techniques Visualized |
Cross Validation, Evaluation, Pandas, Scikit-learn, Matplotlib |
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