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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:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Mistralai Client python Text Embeddings
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Apache Flink Stream File Compaction
Principles
- Principle:Vllm project Vllm LoRA Adapter Preparation
- Principle:PacktPublishing LLM Engineers Handbook Pipeline Reporting
- Principle:ClickHouse ClickHouse Fast Integer Formatting
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:Hiyouga LLaMA Factory Chat Template System
- Principle:NVIDIA DALI Video Spatial Crop
- Principle:Apache Paimon Type System
- Principle:Huggingface Datasets Dataset Interleaving
- Principle:MaterializeInc Materialize CI Pipeline Registration
- Principle:Mlflow Mlflow Prompt Search and Versioning
Implementations
- Implementation:Datajuicer Data juicer ImageShapeFilter
- Implementation:Cohere ai Cohere python AwsEmbeddings
- Implementation:Tencent Ncnn Benchmark Timer
- Implementation:Langchain ai Langgraph Pregel Algo
- Implementation:Microsoft Autogen Studio Environment Settings
- Implementation:Confident ai Deepeval ContextGenerator
- Implementation:Interpretml Interpret Avx512f 32
- Implementation:Neuml Txtai Pipeline Init
- Implementation:Tensorflow Serving StreamingBatchScheduler
- Implementation:Dagster io Dagster Vercel Redirect Configuration
Heuristics
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Pytorch Serve LLM Timeout Configuration
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Iterative Dvc Python Runtime
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:Vllm project Vllm Environment Variables
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Kserve Kserve SRIOV RDMA Network