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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:Apache Shardingsphere Shadow Rule Configuration
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Apache Druid SQL Query Execution
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:Triton inference server Server Ensemble Model Pipeline
Principles
- Principle:Ollama Ollama GGUF Model Conversion Llama Adapter
- Principle:SeldonIO Seldon core Monitoring Component Deployment
- Principle:Ggml org Ggml Model Training
- Principle:Cypress io Cypress Project Configuration
- Principle:FlagOpen FlagEmbedding RetroMAE Pretraining
- Principle:Microsoft Agent framework Agent Executor Wrapping
- Principle:Huggingface Datasets Arrow Dataset Building
- Principle:Eventual Inc Daft Data Preprocessing Image Decoding
- Principle:Haosulab ManiSkill Vectorized Environment Wrapping
- Principle:Apache Dolphinscheduler Failover Process Initiation
Implementations
- Implementation:Mlc ai Mlc llm Request chat completion
- Implementation:FlowiseAI Flowise PostProcessing
- Implementation:OpenGVLab InternVL InternViT 14B Model
- Implementation:Langfuse Langfuse S3 Slowdown Tracking
- Implementation:Testtimescaling Testtimescaling github io Fetch Arxiv Citation Count
- Implementation:Ggml org Llama cpp Graph
- Implementation:Helicone Helicone ClickhousePriceCalc
- Implementation:Mlflow Mlflow Build Packages
- Implementation:Open compass VLMEvalKit BaseModel
- Implementation:NVIDIA DALI Pipeline Def Decorator
Heuristics
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Openclaw Openclaw Config Cascade Resolution
Environments
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Sgl project Sglang CPU
- Environment:Apache Airflow Docker Container Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Apache Spark JDK Build Environment