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ragas-usecase-raw-data

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Project Title: InsightAI 1 Project Domain: Security Secondary Domain: Finance / FinTech Description: A low-latency inference system for multimodal agents in autonomous systems.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "9.5", "Project Name": "Project Aurora", "Score": "85", "row": 0, "source": "../data/Projects_with_Domains.csv" }
Project Title: ShopSmart 2 Project Domain: Developer Tools / DevEx Secondary Domain: Productivity Assistants Description: A simulation environment for embodied AI agents using Unreal integration.
{ "Judge Comments": "Excellent technical depth and presentation clarity.", "Judge Score": "8.1", "Project Name": "OmniPath", "Score": "67", "row": 1, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 3 Project Domain: Developer Tools / DevEx Secondary Domain: Security Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "8.6", "Project Name": "SynthMind", "Score": "91", "row": 2, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 4 Project Domain: E‑commerce / Marketplaces Secondary Domain: Finance / FinTech Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "Excellent technical depth and presentation clarity.", "Judge Score": "7.0", "Project Name": "TerraMind", "Score": "70", "row": 3, "source": "../data/Projects_with_Domains.csv" }
Project Title: AutoMate 5 Project Domain: Finance / FinTech Secondary Domain: Healthcare / MedTech Description: A bioinformatics pipeline leveraging transformers for genome annotation.
{ "Judge Comments": "A forward-looking idea with solid supporting data.", "Judge Score": "8.6", "Project Name": "EchoLens", "Score": "94", "row": 4, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 6 Project Domain: Developer Tools / DevEx Secondary Domain: Writing & Content Description: An interactive 3D environment for generative design and architecture.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "9.0", "Project Name": "LatticeFlow", "Score": "88", "row": 5, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 7 Project Domain: Research & Knowledge Secondary Domain: Legal / Compliance Description: A low-latency inference system for multimodal agents in autonomous systems.
{ "Judge Comments": "Great clarity in communication and demo flow.", "Judge Score": "6.9", "Project Name": "EchoLens", "Score": "60", "row": 6, "source": "../data/Projects_with_Domains.csv" }
Project Title: InsightAI 8 Project Domain: Legal / Compliance Secondary Domain: QA / Testing / Validation Description: A graph neural network framework for industrial process optimization.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "9.7", "Project Name": "BioForge", "Score": "60", "row": 7, "source": "../data/Projects_with_Domains.csv" }
Project Title: ChatBridge 9 Project Domain: Legal / Compliance Secondary Domain: Healthcare / MedTech Description: A bioinformatics pipeline leveraging transformers for genome annotation.
{ "Judge Comments": "Strong quantitative results; add qualitative analysis next time.", "Judge Score": "7.5", "Project Name": "BioForge", "Score": "97", "row": 8, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 10 Project Domain: Customer Support / Helpdesk Secondary Domain: Healthcare / MedTech Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "8.5", "Project Name": "SynthMind", "Score": "95", "row": 9, "source": "../data/Projects_with_Domains.csv" }
Project Title: AutoMate 11 Project Domain: E‑commerce / Marketplaces Secondary Domain: QA / Testing / Validation Description: A reinforcement learning setup for optimizing energy efficiency in data centers.
{ "Judge Comments": "Strong execution, though UI design feels rushed.", "Judge Score": "7.5", "Project Name": "HoloFlow", "Score": "97", "row": 10, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 12 Project Domain: Security Secondary Domain: Writing & Content Description: A low-latency inference system for multimodal agents in autonomous systems.
{ "Judge Comments": "A forward-looking idea with solid supporting data.", "Judge Score": "6.7", "Project Name": "Neural Canvas", "Score": "73", "row": 11, "source": "../data/Projects_with_Domains.csv" }
Project Title: TaskFlow 13 Project Domain: Legal / Compliance Secondary Domain: E‑commerce / Marketplaces Description: A dynamic model pruning toolkit that reduces compute costs by 40%.
{ "Judge Comments": "Minor issues with integration but otherwise very polished.", "Judge Score": "9.1", "Project Name": "Neural Canvas", "Score": "67", "row": 12, "source": "../data/Projects_with_Domains.csv" }
Project Title: DocuCheck 14 Project Domain: Research & Knowledge Secondary Domain: Security Description: An adaptive fine-tuning pipeline for multilingual reasoning models.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "7.8", "Project Name": "DeepHarvest", "Score": "62", "row": 13, "source": "../data/Projects_with_Domains.csv" }
Project Title: LearnWise 15 Project Domain: Sales / CRM Secondary Domain: QA / Testing / Validation Description: An automated data labeling assistant powered by instruction-tuned LLMs.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "7.0", "Project Name": "BioForge", "Score": "65", "row": 14, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 16 Project Domain: QA / Testing / Validation Secondary Domain: Finance / FinTech Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Comprehensive and technically mature approach.", "Judge Score": "8.4", "Project Name": "PixelSense", "Score": "80", "row": 15, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 17 Project Domain: Security Secondary Domain: Legal / Compliance Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "Exceeds expectations in creativity and usability.", "Judge Score": "7.8", "Project Name": "BioForge", "Score": "90", "row": 16, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 18 Project Domain: Productivity Assistants Secondary Domain: Customer Support / Helpdesk Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Great clarity in communication and demo flow.", "Judge Score": "8.3", "Project Name": "TerraMind", "Score": "82", "row": 17, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 19 Project Domain: Writing & Content Secondary Domain: Finance / FinTech Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "8.9", "Project Name": "GreenPulse", "Score": "92", "row": 18, "source": "../data/Projects_with_Domains.csv" }
Project Title: GuardBot 20 Project Domain: Creative / Design / Media Secondary Domain: Healthcare / MedTech Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Strong execution, though UI design feels rushed.", "Judge Score": "8.5", "Project Name": "SkyForge", "Score": "61", "row": 19, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 21 Project Domain: Data / Analytics Secondary Domain: Customer Support / Helpdesk Description: A bioinformatics pipeline leveraging transformers for genome annotation.
{ "Judge Comments": "Creative use of multimodal learning; documentation could improve.", "Judge Score": "8.4", "Project Name": "AutoVerse", "Score": "97", "row": 20, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 22 Project Domain: Healthcare / MedTech Secondary Domain: Developer Tools / DevEx Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "7.5", "Project Name": "BioForge", "Score": "92", "row": 21, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 23 Project Domain: Data / Analytics Secondary Domain: E‑commerce / Marketplaces Description: A neural art generator blending classical styles with modern techniques.
{ "Judge Comments": "Excellent code quality and use of open-source libraries.", "Judge Score": "7.6", "Project Name": "TerraMind", "Score": "97", "row": 22, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 24 Project Domain: Healthcare / MedTech Secondary Domain: Security Description: An AI-powered platform optimizing logistics routes for sustainability.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "7.7", "Project Name": "LatticeFlow", "Score": "67", "row": 23, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 25 Project Domain: Sales / CRM Secondary Domain: Customer Support / Helpdesk Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Promising idea with robust experimental validation.", "Judge Score": "9.6", "Project Name": "LatticeFlow", "Score": "81", "row": 24, "source": "../data/Projects_with_Domains.csv" }
Project Title: QuickQuote 26 Project Domain: Creative / Design / Media Secondary Domain: Data / Analytics Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "Exceeds expectations in creativity and usability.", "Judge Score": "9.2", "Project Name": "VisionTrail", "Score": "67", "row": 25, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 27 Project Domain: Finance / FinTech Secondary Domain: Research & Knowledge Description: An AI model compression suite enabling on-device reasoning for IoT sensors.
{ "Judge Comments": "Excellent code quality and use of open-source libraries.", "Judge Score": "9.8", "Project Name": "DataWeave", "Score": "81", "row": 26, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 28 Project Domain: Legal / Compliance Secondary Domain: Finance / FinTech Description: A hardware-aware model quantization benchmark suite.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "9.0", "Project Name": "EchoLens", "Score": "90", "row": 27, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 29 Project Domain: Research & Knowledge Secondary Domain: Creative / Design / Media Description: A hardware-aware model quantization benchmark suite.
{ "Judge Comments": "Minor issues with integration but otherwise very polished.", "Judge Score": "9.2", "Project Name": "OmniPath", "Score": "93", "row": 28, "source": "../data/Projects_with_Domains.csv" }
Project Title: LearnWise 30 Project Domain: E‑commerce / Marketplaces Secondary Domain: Customer Support / Helpdesk Description: A graph neural network framework for industrial process optimization.
{ "Judge Comments": "Exceeds expectations in creativity and usability.", "Judge Score": "7.4", "Project Name": "NanoLink", "Score": "64", "row": 29, "source": "../data/Projects_with_Domains.csv" }
Project Title: SkillMatch 31 Project Domain: Developer Tools / DevEx Secondary Domain: QA / Testing / Validation Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "Outstanding collaboration and well-articulated research scope.", "Judge Score": "7.9", "Project Name": "VisionTrail", "Score": "81", "row": 30, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 32 Project Domain: Writing & Content Secondary Domain: Research & Knowledge Description: A document summarization and retrieval system for enterprise knowledge bases.
{ "Judge Comments": "Strong execution, though UI design feels rushed.", "Judge Score": "8.7", "Project Name": "Neural Canvas", "Score": "68", "row": 31, "source": "../data/Projects_with_Domains.csv" }
Project Title: CreateFlow 33 Project Domain: Customer Support / Helpdesk Secondary Domain: E‑commerce / Marketplaces Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "Creative use of multimodal learning; documentation could improve.", "Judge Score": "7.6", "Project Name": "Neural Canvas", "Score": "66", "row": 32, "source": "../data/Projects_with_Domains.csv" }
Project Title: GuardBot 34 Project Domain: Productivity Assistants Secondary Domain: Writing & Content Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "9.1", "Project Name": "VisionTrail", "Score": "83", "row": 33, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 35 Project Domain: Writing & Content Secondary Domain: Finance / FinTech Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "8.4", "Project Name": "SkyForge", "Score": "94", "row": 34, "source": "../data/Projects_with_Domains.csv" }
Project Title: InsightAI 36 Project Domain: Security Secondary Domain: Legal / Compliance Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Strong quantitative results; add qualitative analysis next time.", "Judge Score": "7.6", "Project Name": "SoundScape", "Score": "82", "row": 35, "source": "../data/Projects_with_Domains.csv" }
Project Title: PulseAI 37 Project Domain: E‑commerce / Marketplaces Secondary Domain: Research & Knowledge Description: A multimodal captioning system trained on open-weights datasets.
{ "Judge Comments": "Outstanding collaboration and well-articulated research scope.", "Judge Score": "6.9", "Project Name": "SkyForge", "Score": "80", "row": 36, "source": "../data/Projects_with_Domains.csv" }
Project Title: TaskFlow 38 Project Domain: Creative / Design / Media Secondary Domain: Developer Tools / DevEx Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "An elegant and pragmatic engineering solution.", "Judge Score": "7.3", "Project Name": "NanoLink", "Score": "64", "row": 37, "source": "../data/Projects_with_Domains.csv" }
Project Title: LearnWise 39 Project Domain: Data / Analytics Secondary Domain: Legal / Compliance Description: An AI model compression suite enabling on-device reasoning for IoT sensors.
{ "Judge Comments": "Strong quantitative results; add qualitative analysis next time.", "Judge Score": "6.9", "Project Name": "AetherCompute", "Score": "78", "row": 38, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 40 Project Domain: Legal / Compliance Secondary Domain: Productivity Assistants Description: A multimodal captioning system trained on open-weights datasets.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "7.5", "Project Name": "HoloFlow", "Score": "67", "row": 39, "source": "../data/Projects_with_Domains.csv" }
Project Title: CreateFlow 41 Project Domain: Customer Support / Helpdesk Secondary Domain: Creative / Design / Media Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "7.7", "Project Name": "SynthMind", "Score": "76", "row": 40, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 42 Project Domain: Finance / FinTech Secondary Domain: Customer Support / Helpdesk Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "6.7", "Project Name": "EchoLens", "Score": "65", "row": 41, "source": "../data/Projects_with_Domains.csv" }
Project Title: CreateFlow 43 Project Domain: Productivity Assistants Secondary Domain: Developer Tools / DevEx Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "A forward-looking idea with solid supporting data.", "Judge Score": "6.5", "Project Name": "HoloFlow", "Score": "62", "row": 42, "source": "../data/Projects_with_Domains.csv" }
Project Title: ChatBridge 44 Project Domain: Creative / Design / Media Secondary Domain: QA / Testing / Validation Description: A hardware-aware model quantization benchmark suite.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "6.7", "Project Name": "AutoVerse", "Score": "96", "row": 43, "source": "../data/Projects_with_Domains.csv" }
Project Title: SkillMatch 45 Project Domain: Customer Support / Helpdesk Secondary Domain: Writing & Content Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "7.7", "Project Name": "AetherCompute", "Score": "87", "row": 44, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 46 Project Domain: Finance / FinTech Secondary Domain: QA / Testing / Validation Description: A graph neural network framework for industrial process optimization.
{ "Judge Comments": "Excellent technical depth and presentation clarity.", "Judge Score": "7.1", "Project Name": "BioForge", "Score": "88", "row": 45, "source": "../data/Projects_with_Domains.csv" }
Project Title: DocuCheck 47 Project Domain: Finance / FinTech Secondary Domain: Writing & Content Description: An AI-powered platform optimizing logistics routes for sustainability.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "9.6", "Project Name": "SynthMind", "Score": "87", "row": 46, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 48 Project Domain: Healthcare / MedTech Secondary Domain: QA / Testing / Validation Description: An interactive 3D environment for generative design and architecture.
{ "Judge Comments": "Great innovation but needs stronger evaluation metrics.", "Judge Score": "7.5", "Project Name": "AutoVerse", "Score": "96", "row": 47, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 49 Project Domain: E‑commerce / Marketplaces Secondary Domain: Legal / Compliance Description: A document summarization and retrieval system for enterprise knowledge bases.
{ "Judge Comments": "Comprehensive and technically mature approach.", "Judge Score": "9.2", "Project Name": "PixelSense", "Score": "92", "row": 48, "source": "../data/Projects_with_Domains.csv" }
Project Title: PulseAI 50 Project Domain: Productivity Assistants Secondary Domain: Finance / FinTech Description: An adaptive fine-tuning pipeline for multilingual reasoning models.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "8.0", "Project Name": "SoundScape", "Score": "95", "row": 49, "source": "../data/Projects_with_Domains.csv" }

Dataset Card for ragas-usecase-raw-data

Dataset Description

Source data used to generate ragas-golden-testset-personas. Refer to that dataset for additional information.

Dataset Summary

Capturing here due to some initial challenges with the source data leading to downstream issues with synthetic data generation. (Garbage In, Garbage Out...)

Dataset Structure

The dataset consists of records following the standard LangChain Document format:

  • page_content (string): Raw text of the source record. Preserves original whitespace, punctuation, and line breaks.

  • metadata (struct): As-is metadata captured at ingestion (not normalized).

    • Judge Comments (string): Free-text qualitative notes from a judge/evaluator.
    • Judge Score (string): Score exactly as stored in source (e.g., "4/5", "Good", "N/A").
    • Project Name (string): Project/entry name from source.
    • Score (string): Additional score field (distinct from Judge Score; may differ).
    • row (int64): Original source row index (stable pointer back to raw data).
    • source (string): Origin identifier (e.g., file name/path/URI).

Notes: Encoding is UTF-8. Scores remain strings by design. Missing/empty fields may occur.

Supported Tasks

This dataset is primarily intended for:

  • RAGAS test set generation & evaluation (e.g., faithfulness, answer correctness)
  • Loading vector stores for RAG (retriever benchmarking, recall/precision diagnostics)

Additional Information

Dataset Curators

The source dataset was curated by dwb2023 and the AI Makerspace team (refer to the citation below).

Licensing Information

This dataset is released under the MIT License.

Citation Information

If you use this dataset in your research, please cite the AI Makerspace team. The original notebook and source data is based on their awesome course!

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