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1,118
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:Predibase Lorax Single LoRA Inference
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
Principles
- Principle:Vespa engine Vespa Indexing Error Handling
- Principle:Ggml org Llama cpp Embedding Computation
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Cleanlab Cleanlab Spurious Correlation Analysis
- Principle:Bentoml BentoML Model Cloud Sync
- Principle:Truera Trulens Dashboard Visualization
- Principle:Huggingface Datasets Text Dataset Building
- Principle:Roboflow Rf detr Model Initialization
- Principle:Mlc ai Web llm Web Worker Engine Handler
Implementations
- Implementation:FMInference FlexLLMGen DeepSpeed Quantization Utils
- Implementation:Bentoml BentoML Models List Get
- Implementation:Predibase Lorax Flash RoBERTa
- Implementation:Webdriverio Webdriverio InsightsHandler Class
- Implementation:Protectai Modelscan CLI Scan Command
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Strategy
- Implementation:Gretelai Gretel synthetics DGAN Train Numpy
- Implementation:InternLM Lmdeploy Daily Ete Test 3090
- Implementation:Vllm project Vllm SM100 MLA Tile Scheduler
- Implementation:Predibase Lorax Client Init
Heuristics
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Huggingface Datasets Cache Fingerprinting Tips
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Apache Airflow DAG Complexity Reduction
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Pola rs Polars Python Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Huggingface Datasets Python PyArrow Core