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๐Ÿ™‚ Vincent D. Warmerdam                                                                             
โ”ฃโ”โ” ๐Ÿ“ฆ Open Source Packages                                                                         
โ”ƒ   โ”ฃโ”โ” doubtlab       - suite of tools to find bad labels                                          
โ”ƒ   โ”ฃโ”โ” scikit-lego    - lego bricks for sklearn                                                    
โ”ƒ   โ”ฃโ”โ” scikit-partial - partial_fit() pipelines for sklearn                                        
โ”ƒ   โ”ฃโ”โ” scikit-bloom   - bloom transformers for sklearn                                             
โ”ƒ   โ”ฃโ”โ” embetter       - embeddings ready for sklearn                                               
โ”ƒ   โ”ฃโ”โ” bulk          - simple bulk labelling interface                                             
โ”ƒ   โ”ฃโ”โ” human-learn    - rule-based components for sklearn                                          
โ”ƒ   โ”ฃโ”โ” simsity        - a super simple similarities service                                        
โ”ƒ   โ”ฃโ”โ” icepickle      - cool and safe storage for linear models                                    
โ”ƒ   โ”ฃโ”โ” drawdata       - draw datasets in jupyter                                                   
โ”ƒ   โ”ฃโ”โ” mktestdocs     - turn markdown files into pytest tests                                      
โ”ƒ   โ”ฃโ”โ” memo           - saves a whole log of time                                                  
โ”ƒ   โ”ฃโ”โ” clumper        - functional API for lists of dicts                                          
โ”ƒ   โ”ฃโ”โ” skedulord      - makes cron a bit more fun                                                  
โ”ƒ   โ”ฃโ”โ” durations      - pytest duration insights                                                   
โ”ƒ   โ”ฃโ”โ” justcharts.js  - hosting vegalite charts, just easier                                       
โ”ƒ   โ”—โ”โ” evol           - grammar for genetic heuristics                                             
โ”ฃโ”โ” ๐Ÿ”ฌ Experiments                                                                                  
โ”ƒ   โ”ฃโ”โ” valves         - general .pipe()-lines                                                      
โ”ƒ   โ”ฃโ”โ” akin           - sort based on zero-shot similarities                                       
โ”ƒ   โ”ฃโ”โ” tjek           - tjek changes with the main branch                                          
โ”ƒ   โ”ฃโ”โ” gitlit         - tracking github action times across open source                            
โ”ƒ   โ”ฃโ”โ” sentimany      - many sentiment models, one repo                                            
โ”ƒ   โ”ฃโ”โ” scikit-teach   - some active learning benchmarks                                            
โ”ƒ   โ”ฃโ”โ” tokenwiser     - sklearn token tricks                                                       
โ”ƒ   โ”ฃโ”โ” benchmarks     - some random, but intersting, benchmarks                                    
โ”ƒ   โ”—โ”โ” whatlies       - word embeddings for sklearn pipelines                                      
โ”ฃโ”โ” ๐Ÿ‘ Contributions                                                                                
โ”ƒ   โ”ฃโ”โ” fairlearn      - contributed the CorrelationFilter                                          
โ”ƒ   โ”ฃโ”โ” polars         - contributed the .pipe() method                                             
โ”ƒ   โ”—โ”โ” BERTopic       - added lightweight sklearn pipeline support                                 
โ”ฃโ”โ” โญ Online Projects                                                                              
โ”ƒ   โ”ฃโ”โ” koaning.io     - personal blog                                                              
โ”ƒ   โ”ฃโ”โ” calmcode.io    - dev education service                                                      
โ”ƒ   โ”—โ”โ” dearme.email   - reflection service                                                         
โ”ฃโ”โ” ๐ŸŽ™๏ธ Popular Talks                                                                                 
โ”ƒ   โ”ฃโ”โ” Group-by statements that save the day                                                       
โ”ƒ   โ”ฃโ”โ” Tools to Improve Training Data                                                              
โ”ƒ   โ”ฃโ”โ” Optimal on Paper, Broken in Reality                                                         
โ”ƒ   โ”ฃโ”โ” Playing by the Rules-Based-Systems                                                          
โ”ƒ   โ”ฃโ”โ” How to Constrain Artificial Stupidity                                                       
โ”ƒ   โ”ฃโ”โ” The Profession of Solving the Wrong Problem                                                 
โ”ƒ   โ”ฃโ”โ” Winning with Simple, even Linear, Models                                                    
โ”ƒ   โ”—โ”โ” Untitled12.ipynb                                                                            
โ”—โ”โ” ๐Ÿ‘จโ€๐Ÿ’ป Employer                                                                                   
    โ”ฃโ”โ” ๐Ÿ’ฅ Explosion  - developer tools for ml                                                      
    โ”ƒ   โ”ฃโ”โ” openai-prodigy - Prodigy recipe that uses OpenAI                                        
    โ”ƒ   โ”ฃโ”โ” cluestar       - inspiration for your first text labels                                 
    โ”ƒ   โ”—โ”โ” spacy-report   - reports for spaCy models                                               
    โ”—โ”โ” ๐Ÿค– Rasa       - conversational software                                                     
        โ”ฃโ”โ” nlu examples      - custom nlu components for Rasa                                      
        โ”ฃโ”โ” taipo             - data augmentation tools                                             
        โ”—โ”โ” algo whiteboard   - nlp education                                                       

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