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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:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
Principles
- Principle:Ggml org Llama cpp Multimodal Processing
- Principle:Lance format Lance Vector Search Filtering
- Principle:Pytorch Serve Generative Image Inference
- Principle:Heibaiying BigData Notes MapReduce Partitioner
- Principle:Ggml org Ggml Model Evaluation
- Principle:Helicone Helicone Model Provider Identification
- Principle:Intel Ipex llm Data Preparation For Finetuning
- Principle:Protectai Llm guard JSON Output Validation
- Principle:Duckdb Duckdb Performance Regression Detection
- Principle:Apache Druid Supervisor Operational Management
Implementations
- Implementation:Pyro ppl Pyro MarkovMessenger
- Implementation:Ollama Ollama Imagegen Cache TeaCache
- Implementation:Facebookresearch Habitat lab ResetArmSkill
- Implementation:Evidentlyai Evidently ValueDrift Metric
- Implementation:Online ml River Proba Gaussian
- Implementation:CarperAI Trlx Metric Function Interface
- Implementation:Scikit learn Scikit learn EstimatorPrettyPrint
- Implementation:Openai Whisper Split To Word Tokens
- Implementation:Google deepmind Mujoco Engine Util Misc Header
- Implementation:Fede1024 Rust rdkafka SmolRuntime Adapter
Heuristics
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
Environments
- Environment:Neuml Txtai API Server Configuration
- Environment:Openai Whisper FFmpeg
- Environment:Togethercomputer Together python API Credentials
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Sgl project Sglang Runtime
- Environment:Vllm project Vllm Distributed
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Openai Whisper Triton
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation