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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:Promptfoo Promptfoo CI CD Integration
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Eventual Inc Daft SQL Query Analytics
Principles
- Principle:Heibaiying BigData Notes Kafka Message Polling
- Principle:Togethercomputer Together python Result Integration
- Principle:Heibaiying BigData Notes Kafka Offset Management
- Principle:Arize ai Phoenix Experiment Result Analysis
- Principle:Explodinggradients Ragas Swarm Message Conversion
- Principle:FMInference FlexLLMGen Model Weight Downloading
- Principle:Zai org CogVideo DDIM Video Export
- Principle:Huggingface Datatrove Distributed Inference Orchestration
- Principle:Mit han lab Llm awq W8A8 Quantized Linear
- Principle:Promptfoo Promptfoo Provider Resolution
Implementations
- Implementation:Datajuicer Data juicer JobUtils
- Implementation:Interpretml Interpret Merge Ebms
- Implementation:ArroyoSystems Arroyo Plan Graph Builder
- Implementation:Evidentlyai Evidently Legacy Text Length Feature
- Implementation:Openai Openai agents python Pyproject Configuration
- Implementation:Datajuicer Data juicer Job Stopper
- Implementation:Apache Druid SampleForConnect
- Implementation:Openai Openai python Response Function Shell Tool Call
- Implementation:Scikit learn Scikit learn LocalOutlierFactor
- Implementation:InternLM Lmdeploy PytorchEngineConfig
Heuristics
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
Environments
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Obss Sahi Python Image Processing
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Lance format Lance Python Environment