{"version":1,"pages":[{"id":"ZWL0JIN3BjmvvP8CXXYw","title":"The Machine & Deep Learning Compendium","pathname":"/","siteSpaceId":"sitesp_hEDDG","description":""},{"id":"gfl0RagrWimPi9oG1KiW","title":"Thanks Page","pathname":"/readme/thanks-page","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"The Machine & Deep Learning Compendium"}]},{"id":"-Mgd94qGVrXBOByJwmju","title":"Overview","pathname":"/types-of-machine-learning/types-of-machine-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"GrU5f3WFT89ldkV1K8I3","title":"Model Families","pathname":"/types-of-machine-learning/model-families","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"C3e5Jzab1X28mz47EJVm","title":"Weakly Supervised","pathname":"/types-of-machine-learning/weakly-supervised","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"qkGhaKPVmEvOyQBT5ttC","title":"Semi Supervised","pathname":"/types-of-machine-learning/semi-supervised","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"dol6J7tO50INfHhBofif","title":"Active Learning","pathname":"/types-of-machine-learning/active-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"ZVz7jeQ0XvfhTabmqqe5","title":"Online Learning","pathname":"/types-of-machine-learning/online-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"2kysm33dcuszXCTpeplr","title":"N-Shot Learning","pathname":"/types-of-machine-learning/n-shot-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"cUgjt6jNFr7BQPzEyFTh","title":"Unlearning","pathname":"/types-of-machine-learning/unlearning","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Types Of Machine Learning"}]},{"id":"-Mgd9QoUXXWSD8TU3XTL","title":"Data Science","pathname":"/foundation-knowledge/data-science","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-Mgd9wBHN5a6a4s9tumF","title":"Data Science Tools","pathname":"/foundation-knowledge/data-science-tools","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdAQJXoXU2vv9XZ8uf","title":"Management","pathname":"/foundation-knowledge/management","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"yOzH4tWqZkqgTb61AMss","title":"Project & Program Management","pathname":"/foundation-knowledge/project-and-program-management","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdAW-2J4om87yyWxb6","title":"Data Science Management","pathname":"/foundation-knowledge/data-science-management","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdAdpsLrQwGFlDYHeI","title":"Calculus","pathname":"/foundation-knowledge/calculus","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdApR5yIKp8cbQpN1-","title":"Probability & Statistics","pathname":"/foundation-knowledge/probability-and-statistics","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdCtMjhL7smQxViQ97","title":"Probability","pathname":"/foundation-knowledge/probability","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"6iZ6NV6L1WsFcOGKb4rU","title":"Hypothesis Testing","pathname":"/foundation-knowledge/hypothesis-testing","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD-lamugWddqYGFWO","title":"Feature Types","pathname":"/foundation-knowledge/feature-types","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD1A58YblOSKXJEn6","title":"Multi Label Classification","pathname":"/foundation-knowledge/multi-label-classification","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD1alNFxb4hZzgzve","title":"Distribution","pathname":"/foundation-knowledge/distribution","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD23R-U-9W0TEe02d","title":"Distribution Transformation","pathname":"/foundation-knowledge/distribution-transformation","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD4l-iLnOttrSNOUp","title":"Normalization & Scaling","pathname":"/foundation-knowledge/normalization-and-scaling","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdEyYVWL6c-GDJFqV8","title":"Regularization","pathname":"/foundation-knowledge/regularization","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD2WTrADWqu1yCckE","title":"Information Theory","pathname":"/foundation-knowledge/information-theory","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD2xs2s4ArULRD5I4","title":"Game Theory","pathname":"/foundation-knowledge/game-theory","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdF2fsFb-IlUtmb9Rc","title":"Multi CPU Processing","pathname":"/foundation-knowledge/multi-cpu-processing","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdF0whclTh8VdWAQMv","title":"Benchmarking","pathname":"/foundation-knowledge/benchmarking","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Foundation Knowledge"}]},{"id":"-MgdD0EKPHKtCbJydmbi","title":"Features","pathname":"/validation-and-evaluation/features","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdF0Qy1AUUYWU5L9mh","title":"Evaluation Metrics","pathname":"/validation-and-evaluation/evaluation-metrics","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdD3Ndw7dDjcaDRkK_","title":"Datasets","pathname":"/validation-and-evaluation/datasets","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdD3on1cmmCWB4p4R8","title":"Dataset Confidence","pathname":"/validation-and-evaluation/dataset-confidence","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdD4H9WU-Rx4U8tTZG","title":"Hyper Parameter Optimization","pathname":"/validation-and-evaluation/hyper-parameter-optimization","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdMIP_y5OsbbQ7lWHZ","title":"Training Strategies","pathname":"/validation-and-evaluation/training-strategies","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdD0h8D2LIWS9RF74Y","title":"Calibration","pathname":"/validation-and-evaluation/calibration","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdEz-jf-Nn0nFK_UZA","title":"Datasets Reliability & Correctness","pathname":"/validation-and-evaluation/validation","siteSpaceId":"sitesp_hEDDG","description":"Or why we shouldn't trust models","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"PUlQuyAmFMmqBaVIAZPg","title":"Data & Model Tests","pathname":"/validation-and-evaluation/data-and-model-tests","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"oYynLks5ak4h0t4en5bx","title":"Fairness, Accountability, and Transparency","pathname":"/validation-and-evaluation/fairness-accountability-and-transparency","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"JgoZnrw9bsxaH3AN2Gv2","title":"Interpretable & Explainable AI (XAI)","pathname":"/validation-and-evaluation/interpretable-and-explainable-ai-xai","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"wRREDDDUlkghT75uHyKU","title":"Federated Learning","pathname":"/validation-and-evaluation/federated-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Validation & Evaluation"}]},{"id":"-MgdMIsCW5qkogb540Zi","title":"Algorithms 101","pathname":"/machine-learning/algorithms-101","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdEz_SlBxAy9sZ_qKO","title":"Meta Learning (AutoML)","pathname":"/machine-learning/meta-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMHoLGkK6ZPb9Kir0","title":"Probabilistic, Regression","pathname":"/machine-learning/classic-machine-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"1279wVPOLNx70S0WSb2i","title":"Data Mining","pathname":"/machine-learning/data-mining","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"Bei9VIb0uwbiGhUMVqE6","title":"Process Mining","pathname":"/machine-learning/process-mining","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdML3_1Dfvs-wvnI72","title":"Label Algorithms","pathname":"/machine-learning/label-algorithms","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdML0ywzOxphDxsn5h","title":"Clustering Algorithms","pathname":"/machine-learning/clustering-algorithms","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdML-3U4m72yiDiKag","title":"Anomaly Detection","pathname":"/machine-learning/anomaly-detection","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKx2fIUNlH-7IpF5","title":"Decision Trees","pathname":"/machine-learning/decision-trees","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKttwtyqUGE5Gn-G","title":"Active Learning Algorithms","pathname":"/machine-learning/active-learning-algorithms","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKs0O1v6Op3hUyyB","title":"Linear Separator Algorithms","pathname":"/machine-learning/linear-separator-algorithms","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"W9JVCjlkwCRZ8YkXjqr8","title":"Regression","pathname":"/machine-learning/regression","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKp0IAYAKT4cf9x0","title":"Ensembles","pathname":"/machine-learning/ensembles","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKmdTl08ajyUpaV7","title":"Reinforcement Learning","pathname":"/machine-learning/incremental-learning-1","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKjegLzXPUy4LVbA","title":"Incremental Learning","pathname":"/machine-learning/incremental-learning","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKhHWkom8HSo9Kr0","title":"Dimensionality Reduction Methods","pathname":"/machine-learning/dimensionality-reduction-methods","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKf3uqTdKDDHMDeF","title":"Genetic Algorithms & Genetic Programming","pathname":"/machine-learning/genetic-algorithms-and-genetic-programming","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKcSlPa5Ihb2-X0D","title":"Learning Classifier Systems","pathname":"/machine-learning/learning-classifier-systems","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMK__7ussBda95eJI","title":"Recommender Systems","pathname":"/machine-learning/recommender-systems","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKUyPRyecNbFummE","title":"Timeseries","pathname":"/machine-learning/timeseries","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKSk7-9nAsjMPxq3","title":"Fourier Transform","pathname":"/machine-learning/fourier-transform","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKQDUcMC7rG6aarw","title":"Digital Signal Processing (DSP)","pathname":"/machine-learning/digital-signal-processing-dsp","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"ZM8HgAgTByUH7KLNBFCE","title":"Propensity Score Matching","pathname":"/machine-learning/propensity-score-matching","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"zllqnnkJZavPh7BvtC2Z","title":"Diffusion models","pathname":"/machine-learning/diffusion-models","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Machine Learning"}]},{"id":"-MgdMKNIPzjKne2875wx","title":"Graph Theory","pathname":"/classical-graph-models/graph-theory","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Classical Graph Models"}]},{"id":"-MgdMKKZcK8eMXnzqDDy","title":"Social Network Analysis","pathname":"/classical-graph-models/social-network-analysis","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Classical Graph Models"}]},{"id":"-MgdMKHBHL0fVWn0Ssbb","title":"Deep Neural Nets Basics","pathname":"/deep-learning/deep-neural-nets","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"vBVcWajyF6g1V9K4Ibkc","title":"Deep Neural Frameworks","pathname":"/deep-learning/deep-neural-frameworks","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"Jc1LTNv2t4FIZsfkNQzT","title":"Embedding","pathname":"/deep-learning/embedding","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"yvC2kq7pvFYyIgwuBOcB","title":"Deep Learning Models","pathname":"/deep-learning/deep-learning-models","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"OPNMsATBpeTQfps6MIJX","title":"Deep Network Optimization","pathname":"/deep-learning/deep-network-optimization","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"jkqOLjB4Bu5ed1OIgg3w","title":"Attention","pathname":"/deep-learning/attention","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"-MgdMK9ayol_yJ_fcdcD","title":"Deep Neural Machine Vision","pathname":"/deep-learning/deep-neural-machine-vision","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"6b3isaEoSpGTN9Axbglz","title":"Deep Neural Tabular","pathname":"/deep-learning/deep-neural-tabular","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"SbLk73lRyyRxcQHrwIJ7","title":"Deep Neural Time Series","pathname":"/deep-learning/deep-neural-time-series","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Deep Learning"}]},{"id":"GDkpPjHjaCfiJaflEohm","title":"Basics","pathname":"/audio/basics","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Audio"}]},{"id":"-MgdMK1g-Kusu-XrgvV4","title":"Terminology","pathname":"/audio/deep-neural-audio","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Audio"}]},{"id":"mULORi3sInL4bYWEYkIb","title":"Feature Engineering","pathname":"/audio/feature-engineering","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Audio"}]},{"id":"hhzqNaHnorSG990IfFZX","title":"Deep Neural Audio","pathname":"/audio/deep-neural-audio-1","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Audio"}]},{"id":"nbtNdyXEDF7rMymArFW3","title":"Algorithms","pathname":"/audio/algorithms","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Audio"}]},{"id":"LnpBcZkP43Lu9cmcwLFh","title":"A Reality Check","pathname":"/natural-language-processing/a-reality-check","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"-MgdMKDz5bA8QMXq-XY-","title":"NLP Tools","pathname":"/natural-language-processing/nlp","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"6QFQXGdPQ1xGWbcPijMB","title":"Foundation NLP","pathname":"/natural-language-processing/foundation-nlp","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"hyGXt7QLyTEwl5exJRtk","title":"Name Matching","pathname":"/natural-language-processing/name-matching","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"mOPS2TtrnS2DDsJQpvpf","title":"String Matching","pathname":"/natural-language-processing/string-matching","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"EuV8Seqzbt3oUsL9Wivr","title":"TF-IDF","pathname":"/natural-language-processing/tf-idf","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"69kgvSLJbcBxvu0RhtyD","title":"Language Detection Identification Generation (NLD, NLI, NLG)","pathname":"/natural-language-processing/language-detection-identification-generation-nld-nli-nlg","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"yufEvFue27Uvj5nxVcR9","title":"Topics Modeling","pathname":"/natural-language-processing/topics-modeling","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"OCUYHKPzDTFvwHECeU9V","title":"Named Entity Recognition (NER)","pathname":"/natural-language-processing/named-entity-recognition-ner","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"NjubtSM9GRpb0rGTax89","title":"SEARCH","pathname":"/natural-language-processing/search","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"hsMiTj2nilNMeeLt7RxI","title":"Neural NLP","pathname":"/natural-language-processing/neural-nlp","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"htYkSzBuaMPbInIsu4B4","title":"Tokenization","pathname":"/natural-language-processing/tokenization","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"oQrc7U20iZkBHY7ZO0po","title":"Decoding Algorithms For NLP","pathname":"/natural-language-processing/decoding-algorithms-for-nlp","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"Mbed61M7tTrPXjgsvUDc","title":"Multi Language","pathname":"/natural-language-processing/multi-language","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"HYnUv4lEPNOfp41070qd","title":"Augmentation","pathname":"/natural-language-processing/augmentation","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"vEQ5eC1MFUlwzRCmUdEI","title":"Knowledge Graphs","pathname":"/natural-language-processing/knowledge-graphs","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"nQcoVqgTzeDrKKazC9VA","title":"Annotation & Disagreement","pathname":"/natural-language-processing/annotation-and-disagreement","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"BOmzAoak51PXlImNqlyZ","title":"Sentiment Analysis","pathname":"/natural-language-processing/sentiment-analysis","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"A0zeELAIRtxN7GYpzXgF","title":"Question Answering","pathname":"/natural-language-processing/question-answering","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"pBwQHwW4G4Q991XcJvak","title":"Summarization","pathname":"/natural-language-processing/summarization","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"FGlITHqI2GKLJHt3fdWo","title":"Chat Bots","pathname":"/natural-language-processing/chat-bots","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"J2uZKWqkX9jQITBjp030","title":"Conversation","pathname":"/natural-language-processing/conversation","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Natural Language Processing"}]},{"id":"ExGhqzn2sJiH2P4qDksS","title":"Methods","pathname":"/generative-ai/methods","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"BZ9OjxdXL8pF9BykjBbu","title":"Gen AI Industry","pathname":"/generative-ai/generative-ai","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"oVh4MEgggIqKDte1quA7","title":"Speech","pathname":"/generative-ai/speech","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"WkLs9PaSuIV6SgoeDR87","title":"Prompt","pathname":"/generative-ai/prompt","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"sG3BgPG7EaF1Qx4qPVE8","title":"Fairness, Accountability, and Transparency In Prompts","pathname":"/generative-ai/fairness-accountability-and-transparency-in-prompts","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Generative AI"}]},{"id":"WhwRV9VoUsH79KMKoWQq","title":"Large Language Models (LLMs)","pathname":"/generative-ai/large-language-models-llms","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"ee3Z1qLZjrtEznS6gXqr","title":"Vision","pathname":"/generative-ai/vision","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"7L4Q9Xz4j0xWZCcULFkn","title":"GPT","pathname":"/generative-ai/gpt","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"h8pQ8bqmEZZWHSfTl6f9","title":"Mix N Match","pathname":"/generative-ai/mix-n-match","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"PkwUXRQCVtalRedfmKcF","title":"Diffusion Models","pathname":"/generative-ai/stable-diffusion","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"NsvWcee5GhT8QB5VcRL6","title":"GenAI Applications","pathname":"/generative-ai/genai-applications","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Generative AI"}]},{"id":"M5497ImTyTprwLBot4P3","title":"Agents","pathname":"/generative-ai/agents","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Generative AI"}]},{"id":"ZwAzPvycDpnKozbxknRM","title":"RAG","pathname":"/generative-ai/rag","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Generative AI"}]},{"id":"mWfWAWGE4dDaQf8sPCaR","title":"Chat UI/UX","pathname":"/generative-ai/chat-ui-ux","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Generative AI"}]},{"id":"FummYBL4yLiifcYrauH5","title":"Design Of Experiments","pathname":"/experimental-design/design-of-experiments","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Experimental Design"}]},{"id":"H9cF2pP3IxfcQGjFjc5A","title":"DOE Tools","pathname":"/experimental-design/doe-tools","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Experimental Design"}]},{"id":"CHKjAYWMGTTwTmHf1Bex","title":"A/B Testing","pathname":"/experimental-design/a-b-testing","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Experimental Design"}]},{"id":"75NSNurzbRx4PCNjnYOe","title":"Multi Armed Bandits","pathname":"/experimental-design/multi-armed-bandits","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Experimental Design"}]},{"id":"OyKoFyyUck6LVYtCL7o9","title":"Contextual Bandits","pathname":"/experimental-design/contextual-bandits","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Experimental Design"}]},{"id":"olrLkGqj8Njo2Jp1sTWA","title":"Factorial Design","pathname":"/experimental-design/factorial-design","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Experimental Design"}]},{"id":"hIeFZk3JQqQNtp2pJ8KZ","title":"Follow the regularized leader","pathname":"/business-domains/follow-the-regularized-leader","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"-Ml5R1lG1EJi17LraGA0","title":"Growth","pathname":"/business-domains/growth","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"-MgdMJphxE22_wIit9Xj","title":"Root Cause Effects (RCE/RCA)","pathname":"/business-domains/root-cause-effects-rce-rca","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"-MgdMKXw9j81f_BrWMwM","title":"Log Parsing / Templatization","pathname":"/business-domains/templatization","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"hCsSeS4U2X76Hyd7ih6b","title":"Fraud Detection","pathname":"/business-domains/fraud-detection","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"9VIMNn6ADhPrjlGoMS6B","title":"Life Time Value (LTV)","pathname":"/business-domains/life-time-value-ltv","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"w6nrjl7a9qHML8G87gOx","title":"Survival Analysis","pathname":"/business-domains/survival-analysis","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"kmR7XSX9Ht5nL7HRCZHN","title":"Propaganda Detection","pathname":"/business-domains/propaganda-detection","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"-MgdF-1BaT81lKgTU7fD","title":"NYC TAXI","pathname":"/business-domains/examples","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"759QRqy8Kca5dH4hvXA7","title":"Drug Discovery","pathname":"/business-domains/drug-discovery","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"txtEWZYhwWU1iso5JHdu","title":"Intent Recognition","pathname":"/business-domains/intent-recognition","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"P7pPgDIhIIyx0edEBLrQ","title":"Churn Prediction","pathname":"/business-domains/churn-prediction","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Business Domains"}]},{"id":"gSHkSoyk0vmi5RdFxwA5","title":"Electronic Network Frequency Analysis","pathname":"/business-domains/electronic-network-frequency-analysis","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Business Domains"}]},{"id":"eSuwHt9mRGPBYM4YIAlA","title":"Marketing","pathname":"/business-domains/marketing","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Business Domains"}]},{"id":"K3C8EgkOhFu5I8o2xCz3","title":"Expanding Your Data Science Skills","pathname":"/product-management/expanding-your-data-science-skills","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"u6mig3swDSSfQixFuAsa","title":"Product Vision & Strategy","pathname":"/product-management/product-vision-and-strategy","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"XmX1AH54BYPkphUL84YX","title":"Product / Program Managers","pathname":"/product-management/product-managers","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"PmmjcIfXA3h0CAzrKSaK","title":"Product Management Resources","pathname":"/product-management/product-management-resources","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"9Okyd6gd2iP2jWMP4y9H","title":"Product Tools","pathname":"/product-management/product-tools","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"wZC3UJQclu4oriaOaEDG","title":"User Experience Design (UX)","pathname":"/product-management/user-experience-design-ux","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"Am6uq87E0HqUyLF32RZ8","title":"Business","pathname":"/product-management/business","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"Og4EUhCGJM5J6bMjEaSK","title":"Marketing","pathname":"/product-management/marketting","siteSpaceId":"sitesp_hEDDG","description":"","breadcrumbs":[{"label":"Product Management"}]},{"id":"2YPg0duPfHaeyqlEuGy3","title":"Ideation","pathname":"/product-management/ideation","siteSpaceId":"sitesp_hEDDG","breadcrumbs":[{"label":"Product Management"}]},{"id":"GEjUkPcDAOxec5GHhiZd","title":"Humor","pathname":"/humor","siteSpaceId":"sitesp_hEDDG","description":""}]}