# Snips & Tips

## Snips & Tips

- [Snips & Tips](https://gautamnaik1994.gitbook.io/snippets/readme.md)
- [Polars Dataframe Library](https://gautamnaik1994.gitbook.io/snippets/data-science/polars-dataframe-library.md)
- [Loading large data](https://gautamnaik1994.gitbook.io/snippets/data-science/loading-large-data.md)
- [Pandas](https://gautamnaik1994.gitbook.io/snippets/data-science/pandas.md)
- [Pandas Apply Function](https://gautamnaik1994.gitbook.io/snippets/data-science/pandas/pandas-apply-function.md)
- [Apache Spark](https://gautamnaik1994.gitbook.io/snippets/data-science/apache-spark.md)
- [Custom Transformer](https://gautamnaik1994.gitbook.io/snippets/data-science/apache-spark/custom-transformer.md)
- [Data Visualizations](https://gautamnaik1994.gitbook.io/snippets/data-science/data-visualizations.md)
- [Jupyter Notebooks](https://gautamnaik1994.gitbook.io/snippets/data-science/jupyter-notebooks.md)
- [Jupyter Notebook Structure](https://gautamnaik1994.gitbook.io/snippets/data-science/jupyter-notebooks/jupyter-notebook-structure.md)
- [Probability](https://gautamnaik1994.gitbook.io/snippets/data-science/probability.md)
- [Statistics](https://gautamnaik1994.gitbook.io/snippets/data-science/statistics.md)
- [Statistical Tests](https://gautamnaik1994.gitbook.io/snippets/data-science/statistics/statistical-tests.md)
- [Z - Test](https://gautamnaik1994.gitbook.io/snippets/data-science/statistics/z-test.md)
- [Hypothesis Testing](https://gautamnaik1994.gitbook.io/snippets/data-science/statistics/hypothesis-testing.md)
- [SQL](https://gautamnaik1994.gitbook.io/snippets/data-science/sql.md)
- [SQL Tips](https://gautamnaik1994.gitbook.io/snippets/data-science/sql/sql-tips.md)
- [Creating new columns](https://gautamnaik1994.gitbook.io/snippets/data-science/sql/creating-new-columns.md)
- [Backpropagation in Deep Learning](https://gautamnaik1994.gitbook.io/snippets/deep-learning/backpropagation-in-deep-learning.md)
- [Pytorch Early Stopping](https://gautamnaik1994.gitbook.io/snippets/deep-learning/pytorch-early-stopping.md)
- [Optimizers](https://gautamnaik1994.gitbook.io/snippets/deep-learning/optimizers.md)
- [Pytorch Tensor Shapes](https://gautamnaik1994.gitbook.io/snippets/pytorch-tensor-shapes.md)
- [Handling Imbalanced Dataset](https://gautamnaik1994.gitbook.io/snippets/machine-learning/handling-imbalanced-dataset.md)
- [Time Series Forecasting](https://gautamnaik1994.gitbook.io/snippets/machine-learning/time-series-forecasting.md)
- [Hierarchical Time Series Forecasting](https://gautamnaik1994.gitbook.io/snippets/machine-learning/time-series-forecasting/hierarchical-time-series-forecasting.md)
- [Facebook Prophet](https://gautamnaik1994.gitbook.io/snippets/machine-learning/time-series-forecasting/facebook-prophet.md)
- [Misc](https://gautamnaik1994.gitbook.io/snippets/machine-learning/time-series-forecasting/misc.md)
- [Handling high dimensionality data](https://gautamnaik1994.gitbook.io/snippets/machine-learning/handling-high-dimensionality-data.md)
- [Weight of evidence and Information value](https://gautamnaik1994.gitbook.io/snippets/machine-learning/handling-high-dimensionality-data/weight-of-evidence-and-information-value.md)
- [Debugging ML Models](https://gautamnaik1994.gitbook.io/snippets/machine-learning/debugging-ml-models.md)
- [Feature Engineering](https://gautamnaik1994.gitbook.io/snippets/machine-learning/feature-engineering.md)
- [Time Series](https://gautamnaik1994.gitbook.io/snippets/machine-learning/feature-engineering/time-series.md)
- [Outlier Detection](https://gautamnaik1994.gitbook.io/snippets/machine-learning/feature-engineering/outlier-detection.md)
- [Categorical Encoding](https://gautamnaik1994.gitbook.io/snippets/machine-learning/feature-engineering/categorical-encoding.md)
- [Feature Scaling](https://gautamnaik1994.gitbook.io/snippets/machine-learning/feature-engineering/feature-scaling.md)
- [Numbers](https://gautamnaik1994.gitbook.io/snippets/dsa/numbers.md)
- [Arrays](https://gautamnaik1994.gitbook.io/snippets/dsa/arrays.md)
- [Typescript](https://gautamnaik1994.gitbook.io/snippets/web-dev/typescript.md)
- [React State Management](https://gautamnaik1994.gitbook.io/snippets/web-dev/react-state-management.md)
- [Redux Boilerplate](https://gautamnaik1994.gitbook.io/snippets/web-dev/redux-boilerplate.md)
- [Intercept a HTTP request or response](https://gautamnaik1994.gitbook.io/snippets/web-dev/intercept-a-http-request-or-response.md)
- [this keyword](https://gautamnaik1994.gitbook.io/snippets/web-dev/this-keyword.md)
- [Array Methods](https://gautamnaik1994.gitbook.io/snippets/web-dev/array-methods.md)
- [Throttle Debounce](https://gautamnaik1994.gitbook.io/snippets/web-dev/throttle-debounce-react.md)
- [Media Queries](https://gautamnaik1994.gitbook.io/snippets/web-dev/media-queries.md)
- [React Typeahead Search](https://gautamnaik1994.gitbook.io/snippets/web-dev/react-typeahead-search.md)
- [Replace text with React Component](https://gautamnaik1994.gitbook.io/snippets/replace-text-with-react-component.md)
- [Product Sense](https://gautamnaik1994.gitbook.io/snippets/product-analytics/product-sense.md)
- [Customer Segmentation](https://gautamnaik1994.gitbook.io/snippets/product-analytics/customer-segmentation.md)
- [Zip All Files](https://gautamnaik1994.gitbook.io/snippets/terminal/zip-all-files.md)
- [Terminal Commands](https://gautamnaik1994.gitbook.io/snippets/terminal/terminal-commands.md)
- [Jupyter Notebook 2 HTML](https://gautamnaik1994.gitbook.io/snippets/terminal/jupyter-notebook-2-html.md)
- [Web Based](https://gautamnaik1994.gitbook.io/snippets/tools-and-libraries/web-based.md)
- [Databases](https://gautamnaik1994.gitbook.io/snippets/tools-and-libraries/databases.md)
- [Fast API CRUD](https://gautamnaik1994.gitbook.io/snippets/backend/fast-api-crud.md)
- [Scalable APIs](https://gautamnaik1994.gitbook.io/snippets/backend/scalable-apis.md)
- [Misc](https://gautamnaik1994.gitbook.io/snippets/quant-finance/misc.md)
- [Factor Investing](https://gautamnaik1994.gitbook.io/snippets/quant-finance/factor-investing.md)
- [Misc](https://gautamnaik1994.gitbook.io/snippets/game-dev/misc.md)
- [Docker](https://gautamnaik1994.gitbook.io/snippets/architecture/docker.md)
- [AWS CDK](https://gautamnaik1994.gitbook.io/snippets/architecture/aws-cdk.md)
- [AI Engg](https://gautamnaik1994.gitbook.io/snippets/artificial-intelligence/ai-engg.md)
- [LLM streaming FASTAPI](https://gautamnaik1994.gitbook.io/snippets/artificial-intelligence/llm-streaming-fastapi.md)
- [Rag Evaluation](https://gautamnaik1994.gitbook.io/snippets/artificial-intelligence/rag-evaluation.md)
- [FineTuning Data Preprocessing](https://gautamnaik1994.gitbook.io/snippets/artificial-intelligence/finetuning-data-preprocessing.md)