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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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| Category | Description | Browse |
|---|---|---|
| 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:Cypress io Cypress Binary Build and Release
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
Principles
- Principle:Intel Ipex llm Offline Batch Inference
- Principle:Togethercomputer Together python Fine Tuning Job Monitoring
- Principle:Axolotl ai cloud Axolotl Reference Model Setup
- Principle:Turboderp org Exllamav2 Prompt Format Templating
- Principle:Webdriverio Webdriverio TestFrameworkIntegration
- Principle:Langchain ai Langgraph Tool Definition
- Principle:PacktPublishing LLM Engineers Handbook Document Persistence
- Principle:Huggingface Alignment handbook Model Loading
- Principle:OpenBMB UltraFeedback Principle Sampling
- Principle:Microsoft LoRA Parameter Freezing
Implementations
- Implementation:Truera Trulens Records Tab
- Implementation:Cohere ai Cohere python Citation Model
- Implementation:Gretelai Gretel synthetics ACTGAN Init
- Implementation:Open compass VLMEvalKit MiniGPT4
- Implementation:CARLA simulator Carla CityScapesPalette
- Implementation:Webdriverio Webdriverio XPath Predicate
- Implementation:Openai Openai agents python Translate Docs
- Implementation:Scikit learn Scikit learn ApiReference
- Implementation:Nautechsystems Nautilus trader ParquetDataCatalog Query
- Implementation:FlagOpen FlagEmbedding Matryoshka Mistral Model Compensation
Heuristics
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Apache Airflow DAG Complexity Reduction
Environments
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Microsoft Onnxruntime Python Inference Environment