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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:Mlc ai Mlc llm Python Engine Inference
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:ARISE Initiative Robosuite Teleoperation
Principles
- Principle:FMInference FlexLLMGen Model Replacement Policy
- Principle:CARLA simulator Carla A Star Route Planning
- Principle:Volcengine Verl Data Preparation For RL
- Principle:OWASP Www project top 10 for large language model applications Translation Publication
- Principle:Apache Shardingsphere YAML Deserialization
- Principle:Fede1024 Rust rdkafka Manual Offset Management
- Principle:LaurentMazare Tch rs FFI Collection Traits
- Principle:Treeverse LakeFS Java SDK API Operations
- Principle:Huggingface Datasets DatasetDict Hub Upload
- Principle:Duckdb Duckdb Benchmark Discovery
Implementations
- Implementation:Infiniflow Ragflow FilesTable Component
- Implementation:Huggingface Alignment handbook Get Model Quantized
- Implementation:Online ml River NaiveBayes GaussianNB
- Implementation:Predibase Lorax Galactica
- Implementation:Facebookresearch Habitat lab Datasets download rearrangement
- Implementation:Online ml River Sketch HeavyHitters
- Implementation:Kserve Kserve Revision Status Propagation
- Implementation:Ggml org Llama cpp Android AI Chat JNI
- Implementation:Lance format Lance Java SQBuildParams
- Implementation:Avhz RustQuant HoLee
Heuristics
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Run llama Llama index Chunk Size Optimization
Environments
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Openai Whisper Triton