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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:Run llama Llama index ReAct Agent
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Openai Openai node Audio Processing
Principles
- Principle:Ggml org Llama cpp Quantization Validation
- Principle:Ggml org Llama cpp Vocabulary System
- Principle:Mlflow Mlflow Run Management
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:Webdriverio Webdriverio ElementChaining
- Principle:EvolvingLMMs Lab Lmms eval Queue Monitoring
- Principle:Gretelai Gretel synthetics Training Configuration
- Principle:Tensorflow Serving Dynamic Configuration Reload
- Principle:Nautechsystems Nautilus trader Importable Strategy Configuration
- Principle:Bigscience workshop Petals Interactive Generation
Implementations
- Implementation:Neuml Txtai SQLite ANN
- Implementation:DataTalksClub Data engineering zoomcamp Pandas Dtype Configuration
- Implementation:Sgl project Sglang CPU Decode Attention
- Implementation:Apache Paimon ConcatBatchReader
- Implementation:Tencent Ncnn C API
- Implementation:Arize ai Phoenix Google GenAI Helper
- Implementation:CARLA simulator Carla Road Map
- Implementation:Heibaiying BigData Notes Hive Select Query
- Implementation:Cohere ai Cohere python CitationOptions Model
- Implementation:Openai Openai python Realtime Calls Override
Heuristics
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Datahub project Datahub Validation Across All APIs
Environments
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Ollama Ollama Go Runtime
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Explodinggradients Ragas Google Drive Backend Environment