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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:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Kubeflow Kubeflow Platform Deployment
Principles
- Principle:Eventual Inc Daft SQL Query Execution
- Principle:Ggml org Llama cpp Response Generation
- Principle:Webdriverio Webdriverio Exit Handler Pattern
- Principle:Mlflow Mlflow ML Framework Compatibility Management
- Principle:Hpcaitech ColossalAI Distributed Environment Initialization
- Principle:Microsoft Onnxruntime Memory Optimization
- Principle:Teamcapybara Capybara Server Boot
- Principle:Heibaiying BigData Notes Hive Data Loading
- Principle:Huggingface Peft Cosine Similarity Contrastive Training
- Principle:FlagOpen FlagEmbedding Retrieval Augmented Evaluation
Implementations
- Implementation:Lance format Lance Scanner Filter Query
- Implementation:Microsoft LoRA Utils QA
- Implementation:Openai Openai node Images Resource
- Implementation:Zai org CogVideo FSQ
- Implementation:Neuml Txtai Tokenizer Pipeline
- Implementation:Unslothai Unsloth OLLAMA TEMPLATES
- Implementation:DevExpress Testcafe Configuration Base
- Implementation:Apache Paimon MemorySize Python
- Implementation:Google deepmind Dm control Variation Distributions
- Implementation:Ggml org Ggml Sam encode image
Heuristics
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
Environments
- Environment:NVIDIA DALI CMake Build Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Intel Ipex llm Windows Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Langfuse Langfuse S3 Compatible Storage