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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:Nautechsystems Nautilus trader Strategy development
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:EvolvingLMMs Lab Lmms eval Post Processing and Metrics
- Principle:Hiyouga LLaMA Factory Rotary Position Embedding
- Principle:Ggml org Llama cpp Eval Callbacks
- Principle:Risingwavelabs Risingwave CDC Connector Service
- Principle:Webdriverio Webdriverio BrowserStack Integration
- Principle:ClickHouse ClickHouse PCG Random Number Generation
- Principle:Huggingface Datasets Disk Persistence
- Principle:Huggingface Datatrove Repetition Filtering
- Principle:Nightwatchjs Nightwatch Element And Section Mapping
- Principle:Confident ai Deepeval Dataset Driven Evaluation
Implementations
- Implementation:Kubeflow Pipelines Kubectl Cluster Setup
- Implementation:Cohere ai Cohere python ClientV2 Init
- Implementation:Farama Foundation Gymnasium Graph Space
- Implementation:Huggingface Datatrove GopherRepetitionFilter
- Implementation:Ggml org Ggml Quants api
- Implementation:ClickHouse ClickHouse Poco DNS
- Implementation:Google deepmind Mujoco Platform GUI Header
- Implementation:Explodinggradients Ragas R2R Integration
- Implementation:SeleniumHQ Selenium CdpClientGenerator
- Implementation:Recommenders team Recommenders Cosmos CLI
Heuristics
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
Environments
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Kserve Kserve GPU Accelerator
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:BerriAI Litellm Python Runtime
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Huggingface Alignment handbook Python Transformers