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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:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Apache Kafka Topic Management
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
Principles
- Principle:Guardrails ai Guardrails HubPackageManagement
- Principle:TA Lib Ta lib python Streaming Data Buffering
- Principle:Princeton nlp Tree of thought llm BFS Tree Search
- Principle:Avhz RustQuant Yield Curve Construction
- Principle:Webdriverio Webdriverio iOS Automation
- Principle:Heibaiying BigData Notes HBase Connection Creation
- Principle:Google deepmind Mujoco Resource Provider
- Principle:LLMBook zh LLMBook zh github io Instruction Data Formatting
- Principle:Pola rs Polars Timezone Handling
- Principle:Ollama Ollama ML Backend Abstraction
Implementations
- Implementation:Mlfoundations Open flamingo Evaluate classification
- Implementation:Tensorflow Serving Resource Tracker Test
- Implementation:Triton inference server Server L0 Storage S3 Local Test
- Implementation:Huggingface Diffusers LoRA Training Config
- Implementation:VainF Torch Pruning Eval PPL
- Implementation:Microsoft Playwright Page WaitForNetwork
- Implementation:Ggml org Llama cpp Http Header
- Implementation:Cleanlab Cleanlab Segmentation Find Label Issues
- Implementation:FlagOpen FlagEmbedding Matryoshka Self Distillation Modeling
- Implementation:Cohere ai Cohere python Tool Model
Heuristics
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
Environments
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime