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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:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Openai Whisper Audio Transcription
Principles
- Principle:CARLA simulator Carla A Star Route Planning
- Principle:Duckdb Duckdb Source Amalgamation
- Principle:Webdriverio Webdriverio Plugin Resolution
- Principle:NVIDIA TransformerEngine Drop In Linear Replacement
- Principle:Haifengl Smile SQL to ML Bridge
- Principle:Apache Spark Dependency Pinning
- Principle:LaurentMazare Tch rs Weight Loading
- Principle:Ggml org Llama cpp Model Download Management
- Principle:LaurentMazare Tch rs Seq2Seq Dataset Loading
- Principle:Speechbrain Speechbrain Speaker Verification Scoring
Implementations
- Implementation:Mlc ai Web llm Manifest V3 Configuration
- Implementation:Teamcapybara Capybara Capybara Server Configuration
- Implementation:Ggml org Ggml Zdnn backend
- Implementation:EvolvingLMMs Lab Lmms eval MMUPD Utils
- Implementation:NVIDIA DALI C API V2 Data Objects
- Implementation:Haosulab ManiSkill Demo Random Action CLI
- Implementation:Apache Hudi BucketAssignFunction ProcessElement
- Implementation:CARLA simulator Carla Navigation
- Implementation:ThreeSR Awesome Inference Time Scaling Entry Format Review
- Implementation:BerriAI Litellm API Route To Call Types
Heuristics
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
Environments
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Kserve Kserve Knative Serving
- Environment:NVIDIA DALI CMake Build Environment