Due_Diligence_4DS2/index.html at main · ElaChaabane/Due_Diligence_4DS2 · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Due Diligence Automation for Digital Assets</title>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap/4.5.2/css/bootstrap.min.css">
    <style>
        body {
            padding-top: 50px;
            background-color: #f8f9fa;
        }
        .container {
            max-width: 900px;
            background-color: #fff;
            padding: 30px;
            border-radius: 12px;
            box-shadow: 0 4px 10px rgba(0,0,0,0.1);
        }
        h1, h2, h3 {
            color: #007bff;
        }
        ul {
            margin-bottom: 20px;
        }
        .thumbnail {
            display: block;
            max-width: 300px;
            margin: 20px auto;
        }
    </style>
</head>
<body>
    <div class="container">
        <h1 class="text-center">📊 Due Diligence Automation for Digital Assets</h1>
        <p class="lead text-center"><strong>AI-Powered Crypto Fund Due Diligence</strong></p>

        <div class="text-center">
            <a href="https://drive.google.com/file/d/1D5GI3hBaL3rQXcfnjsXt4R3KMuIhq8pZ/view" target="_blank">
                <img class="thumbnail" src="https://img.icons8.com/clouds/2x/video-playlist.png" alt="Technical Demo">
            </a>
            <p><a href="https://drive.google.com/file/d/1D5GI3hBaL3rQXcfnjsXt4R3KMuIhq8pZ/view" target="_blank">🎥 Watch the Technical Demo</a></p>
        </div>

        <h3>🚀 Project Overview</h3>
        <p>This intelligent platform automates and enhances the due diligence process for digital assets and crypto investment funds. Developed by 4DS2 students at <a href="https://esprit.tn" target="_blank">ESPRIT University</a>, it uses GPT-based models, data pipelines, and AI for trustworthy and scalable assessments.</p>

        <blockquote class="blockquote">
            <p class="mb-0">From entity extraction and risk profiling to automated reports — Due_Diligence_4DS2 provides an end-to-end AI-driven solution.</p>
        </blockquote>

        <h3>🔧 Core Features</h3>
        <ul>
            <li>📡 Automated data ingestion via APIs, PDFs, GitHub, Reddit, etc.</li>
            <li>🧠 Custom NLP with risk profiling using spaCy, regex, and blacklist filtering.</li>
            <li>🔎 Hybrid semantic + keyword search with Qdrant & TF-IDF.</li>
            <li>🤖 AI question generation using Retrieval-Augmented Generation (RAG).</li>
            <li>📊 Automated PowerPoint report generation using <code>python-pptx</code>.</li>
        </ul>

        <h3>🛠️ Tech Stack</h3>
        <ul>
            <li><strong>Languages:</strong> Python, JavaScript (React)</li>
            <li><strong>ML & NLP:</strong> LLaMA 3.2, spaCy, MPNet, Cross-Encoder</li>
            <li><strong>Data Pipelines:</strong> Apache Airflow, LangChain</li>
            <li><strong>Retrieval:</strong> Qdrant, TF-IDF, Knowledge Graph</li>
            <li><strong>Reporting:</strong> python-pptx, Seaborn</li>
        </ul>

        <h3>📈 Evaluation Metrics</h3>
        <p>Evaluation uses <a href="https://github.com/explodinggradients/ragas" target="_blank">RAGAS</a> to measure:</p>
        <ul>
            <li>Context precision, recall, and relevance</li>
            <li>Answer factuality and completeness</li>
            <li>BLEU, ROUGE, BERTScore, Exact Match</li>
        </ul>

        <h3>🌐 Deployment & Access</h3>
        <ul>
            <li>🚀 FastAPI backend</li>
            <li>🔍 Local LLaMA inference</li>
            <li>📄 SQLite for document management</li>
        </ul>

        <h3>📚 References</h3>
        <ul>
            <li><a href="https://openrouter.ai/meta-llama/llama-4-maverick" target="_blank">Meta LLaMA 3.2</a></li>
            <li><a href="https://qdrant.tech" target="_blank">Qdrant</a></li>
            <li><a href="https://docs.langchain.com" target="_blank">LangChain</a></li>
            <li><a href="https://spacy.io" target="_blank">spaCy</a></li>
        </ul>

        <h3>🙏 Acknowledgments</h3>
        <p>This project was developed under the guidance of the <strong>Faculty of ESPRIT University</strong> by students of 4DS2.</p>

        <h3>💬 Contact</h3>
        <p>📧 <a href="mailto:info@esprit.tn">info@esprit.tn</a></p>
        <p>🌐 <a href="https://bennourines.github.io/Due_Diligence_4DS2" target="_blank">Project Website</a></p>
    </div>

    <script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/bootstrap/4.5.2/js/bootstrap.bundle.min.js"></script>
</body>
</html>