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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
Principles
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Categorization and Voting
- Principle:FlagOpen FlagEmbedding Knowledge Distillation Scoring
- Principle:Turboderp org Exllamav2 Job Based Generation
- Principle:Arize ai Phoenix Span Annotation
- Principle:Ray project Ray Remote Function Definition
- Principle:Huggingface Datatrove Sentence Level Statistics
- Principle:Apache Paimon Schema Evolution
- Principle:Mistralai Client python Stream Event Processing
- Principle:Lm sys FastChat LoRA Adapter Injection
- Principle:TA Lib Ta lib python C Library Installation
Implementations
- Implementation:Iterative Dvc Api Data
- Implementation:Microsoft Semantic kernel AgentMigration OpenAPI Spec
- Implementation:Hpcaitech ColossalAI Trainer Callback Base
- Implementation:Anthropics Anthropic sdk python Messages Parse
- Implementation:Huggingface Datasets Load Dataset Builder
- Implementation:Open compass VLMEvalKit OmniDocBench Data Preprocess
- Implementation:Datajuicer Data juicer TextPairSimilarityFilter
- Implementation:Getgauge Taiko Range Element
- Implementation:DataTalksClub Data engineering zoomcamp Spark Write Parquet
- Implementation:Huggingface Datatrove KenlmModel
Heuristics
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
Environments
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Ggml org Llama cpp CMake Build Environment