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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:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
Principles
- Principle:Microsoft Playwright Configure Recording Context
- Principle:Tensorflow Tfjs Causal Language Model Head
- Principle:Spotify Luigi Database Load Verification
- Principle:Lance format Lance Data Scanning And Reading
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
- Principle:Apache Airflow Docker Image Preparation
- Principle:Langgenius Dify SecurityValidation
- Principle:Facebookresearch Habitat lab Agent Implementation
- Principle:Apache Flink Congestion Control Rate Limiting
- Principle:Openai CLIP Prompt Engineering
Implementations
- Implementation:Sktime Pytorch forecasting TiDE Sub Modules
- Implementation:Alibaba MNN Protobuf Reflection H
- Implementation:FlagOpen FlagEmbedding VideoChat2 Open Bench
- Implementation:Anthropics Anthropic sdk python BetaMessage
- Implementation:Astronomer Astronomer cosmos DbtRunner Wrapper
- Implementation:Apache Airflow BaseSecretsBackend
- Implementation:Arize ai Phoenix JS Pnpm Lock
- Implementation:Ggml org Llama cpp Http Header
- Implementation:Huggingface Datatrove FastTextClassifierFilter
- Implementation:Sgl project Sglang Json Output Parsing
Heuristics
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Microsoft BIPIA LLAMA Pad Token Workaround
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Langchain ai Langgraph Stream Mode Selection
Environments
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:DevExpress Testcafe Firefox Marionette