Datalab

Datalab · Launch Video Breakdown: Hook, Pacing & Motion Design

Datalab Marker v2 turns PDF, images, DOCX, and PPTX into clean Markdown. Up to 23.7 pages/s, 90+ languages, open-source.

Developer ToolsLaunchAugust 23, 2026@akshay_pachaar
0:00 · The Hook · Instant PDF to Markdown Conversion
0:00 / 0:00

Scene-by-scene timeline & spoken transcript

  1. The Hook

    Instant PDF to Markdown Conversion

    “(No spoken dialogue — Sub-bass drop, high-energy riser, then electronic clicks at 0:02, 0:03, 0:04.)”

    On screen
    Datalab Marker v2 Document Intelligence Convert PDF, DOCX, PPTX & more to markdown, JSON & HTML with 76% olmOCR-bench accuracy. MARKER V2 - DOCUMENT INTELLIGENCE PDF DOCX XLSX PPTX IMAGE EPUB HTML SOURCE PDF MARKDOWN OUTPUT file-survey-2024.pdf A Survey of Large Language Models # A Survey of Large Language Models Wayne Xin Zhao et al. Renmin University 2024 ## Abstract Since ChatGPT (Nov 2022), LLMs demonstrated impressive capabilities. Survey covers GPT-3 to GPT-4 & Claude-3. ## 1. Introduction $\text{P}(x_i | x_{<i}, \theta) = \frac{\exp(f_{\theta}(x_i, x_{<i}))}{\sum_{x'_i} \exp(f_{\theta}(x'_i, x_{<i}))}$ | Model | Params | Year | |---|---|---| | GPT-3 | 175B | 2020 | | PaLM | 540B | 2022 | | Chinchilla | 70B | 2022 | | LLaMA-2 | 70B | 2023 | | GPT-4 | ~1.8T | 2023 | ## 2. Scaling Laws $\text{E}[\text{L}(N, D)] \approx (\frac{N}{N_0})^{-\alpha} + (\frac{D}{D_0})^{-\beta}$ [Figure 1: Scaling laws - test loss vs model size](fig1.png) [Figure 3: Scaling Laws (Kaplan et al., 2020)](fig3.png) $\text{arXiv:2203.18223v3}$ pg 3 refs: [1]-[5] PDF parsed Text, Tables & equations extracted Markdown 1.8s
    Camera
    Static, wide shot of a browser window. The camera is fixed, presenting a clear, direct view of the UI.
    Motion
    Split-screen content reveal with a 'typing' animation effect on the right (Markdown output) and a 'parsing' progress bar at the bottom. The left (source PDF) remains static. A subtle glow emanates from the active 'PDF' tab.
  2. Feature Teaser

    Multi-Format Document Parsing

    “(No spoken dialogue — Electronic clicks at 0:05, 0:06, 0:07, 0:08, 0:09, 0:10, 0:11.)”

    On screen
    Datalab Marker v2 Document Intelligence Convert PDF, DOCX, PPTX & more to markdown, JSON & HTML with 76% olmOCR-bench accuracy. MARKER V2 - DOCUMENT INTELLIGENCE PDF DOCX XLSX PPTX IMAGE EPUB HTML SOURCE DOCX MARKDOWN OUTPUT product-requirements.docx # Product Requirements Document @Marker API v2.0 M. Okonkwo Status: IN REVIEW ## Table of Contents 1. Overview ................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................. ## 1. Overview Marker v2: document intelligence pipeline for PDFs, DOCX, XLSX, PPTX, images, HTML, EPUB - Markdown. ## 2. Functional Requirements | ID | Requirement | Priority | Status | |---|---|---|---| | FR-01 | PDF, DOCX, XLSX, HTML, EPUB, IMG | P0 | ✅ | | FR-02 | Markdown + tables + LaTeX | P0 | ✅ | | FR-03 | 76% olmOCR-bench balanced | P0 | ✅ | | FR-04 | REST API via FastAPI | P1 | ✅ | | FR-05 | JSON + bounding boxes | P1 | ✅ | --Batch up to 50- to 500+ concurrent requests DOCX parsed
    Camera
    Static, wide shot. The camera remains fixed on the browser window.
    Motion
    Sequential tab switching (PDF to DOCX to XLSX) with corresponding content updates. Each tab change triggers a 'typing' animation for the Markdown output and a 'parsing' progress bar. A subtle glow highlights the active tab.
  3. Feature Teaser

    Advanced Document Structure Recognition

    “(No spoken dialogue — Electronic clicks at 0:12, 0:13, 0:14, 0:15, 0:16, 0:17, 0:18, 0:19.)”

    On screen
    Datalab Marker v2 Document Intelligence Convert PDF, DOCX, PPTX & more to markdown, JSON & HTML with 76% olmOCR-bench accuracy. MARKER V2 - DOCUMENT INTELLIGENCE PDF DOCX XLSX PPTX IMAGE EPUB HTML SOURCE PPTX MARKDOWN OUTPUT marker-v2-launch.pptx # Marker v2 Launch # Slide 3 - Why Existing Parsers Fall Short - Multi-column PDFs: garbled reading order - Scanned docs: most tools skip OCR silently - LaTeX equations: lost in text-layer extraction - Tables spanning pages lose structure - No OSS tool handles all 7 formats end-to-end [Benchmark chart: olmOCR-bench scores](chart.png) | System | Score | |---|---| | Marker v2 | 76.0% | | Minerva | 73.7% | | Docling | 36.3% | | Liteparse | 22.1% | PPTX parsed SOURCE IMAGE MARKDOWN OUTPUT transformer-architecture.png # TRANSFORMER ARCHITECTURE ## Encoder (Nx Layers) Input Embedding - Positional Encoding Multi-Head Self-Attention - Add & Norm Feed Forward Network - Add & Norm ## Decoder (Nx Layers) Output Embedding - Positional Encoding Masked Multi-Head Self-Attention - Add & Norm Cross-Attention (K,V from Encoder) - Add & Norm Feed Forward Network - Add & Norm Linear - Softmax - Output Probabilities ## Cross-Attention Bridge Encoder: K, V = Decoder: Q at each cross-attn layer. IMAGE parsed
    Camera
    Static, wide shot. The camera remains fixed on the browser window.
    Motion
    Sequential tab switching (XLSX to PPTX to IMAGE) with corresponding content updates. Each tab change triggers a 'typing' animation for the Markdown output and a 'parsing' progress bar. A subtle glow highlights the active tab.
  4. Call to Action

    Comprehensive Document Conversion & API

    “(No spoken dialogue — Electronic clicks at 0:20, 0:21, 0:22, 0:23, 0:24, 0:25. Final sub-bass impact and high-energy riser at 0:25.)”

    On screen
    Datalab Marker v2 Document Intelligence Convert PDF, DOCX, PPTX & more to markdown, JSON & HTML with 76% olmOCR-bench accuracy. MARKER V2 - DOCUMENT INTELLIGENCE PDF DOCX XLSX PPTX IMAGE EPUB HTML SOURCE EPUB MARKDOWN OUTPUT deep-learning.epub # Deep Learning ## Chapter 8: Deep Feedforward Networks MLPs approximate f(x) = y if x is learned 0. Interacting flows forward - no feedback connections. ## 8.1 Example: Learning XOR XOR is not linearly separable - needs hidden layer. | x1 | x2 | y | |---|---|---| | 0 | 0 | 0 | | 0 | 1 | 1 | | 1 | 0 | 1 | | 1 | 1 | 0 | ## 8.2 Gradient-Based Learning Neural net loss is non-convex - gradient descent. Not closed-form. Iterative optimizers minimize cost. EPUB parsed SOURCE HTML MARKDOWN OUTPUT pdfconverter-api.html # PdfConverter Main entry point for converting documents to Markdown, JSON, HTML, or Chunks. ## Installation ```python from marker.pdfconverter import PdfConverter converter = PdfConverter(model_weights='default') markdown = converter.convert(pdf_file) ``` ## Parameters | Parameter | Type | Description | |---|---|---| | `artifact_dict` | `dict` | Model weights from `create_model` | | `config_parser` | `Format` | `page_range`, `OCR_settings` | | `processor_list` | `list` | `None` | Override processor pipeline | HTML parsed
    Camera
    Static, wide shot. The camera remains fixed on the browser window.
    Motion
    Sequential tab switching (EPUB to HTML) with corresponding content updates. Each tab change triggers a 'typing' animation for the Markdown output and a 'parsing' progress bar. A subtle glow highlights the active tab. The final scene emphasizes the API documentation.

Related Developer Tools Product Launches

Explore all Developer Tools launches →
SpaceXAI
Hook 8.9204.0M
SpaceXAIDeveloper Tools

xAI opens voice cloning on its API: build a custom voice in about two minutes or pick from 80+ voices in 28 languages.

@SpaceXAI
xAI
Hook 8.873.2M
xAIDeveloper Tools

Agentic CLI for coding, building apps, and automating workflows.

@SpaceXAI
Sakana AI
Hook 9.226.5M
Sakana AIDeveloper Tools

Sakana AI launches Fugu, a multi-agent orchestration system served through a single model API, led by its Fugu Ultra model.

@SakanaAILabs