La Vie Bohem - Whispers of the Infinite

{"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.9"},"kaggle":{"accelerator":"none","dataSources":[],"dockerImageVersionId":30839,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"source":"<a href=\"https://www.kaggle.com/code/dascient/la-vie-bohem-whispers-of-the-infinite?scriptVersionId=218018028\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"markdown","source":"# **Unlock ChatGPT's Infinite Potential: EXPOSED!** 🌌\n### You're on your own... get this one to run. Good luck, [@jay.powersurge](https://www.instagram.com/jay.powersurge/)\nWelcome to the ultimate guide on ChatGPT's capabilities! This notebook will showcase the breadth and depth of what ChatGPT can help you achieve, from coding marvels to creative explorations. Prepare to be inspired, and remember: knowledge shared is knowledge multiplied. 🤝\n\n# **Part 4: Free Your Mind – Embrace the Matrix** 🔌\n\nWelcome, seeker. To truly master the craft, you must go beyond the physical and connect with the universal matrix of information. This is not about abandoning reality but understanding its code and transcending its boundaries. 🧠💾\n\n## Series Links\n\n1. [**La Vie Bohem - Coding Republic (Introduction)**](https://www.kaggle.com/code/dascient/la-vie-bohem-coding-republic)  \n2. [**La Vie Bohem - Part 2: Data Exploration and Visualization**](https://www.kaggle.com/code/dascient/la-vie-bohem-part-2)  \n3. [**La Vie Bohem - Part 3: Advanced Modeling Techniques**](https://www.kaggle.com/code/dascient/la-vie-bohem-part-3)  \n4. [**La Vie Bohem - Part 4: Model Evaluation and Tuning**](https://www.kaggle.com/code/dascient/la-vie-bohem-part-4)\n4. [**La Vie Bohem - Part 4a: Extra Credit**](https://www.kaggle.com/code/dascient/la-vie-bohem-part-4a)\n5. [**La Vie Bohem - Whispers of the Infinite**](https://www.kaggle.com/code/dascient/la-vie-bohem-whispers-of-the-infinite)  \n\n---\n\n### 🌌 Whispers of Creativity and Infinite Potential 🌌","metadata":{}},{"cell_type":"markdown","source":"## **1. Conversational Mastery** 🧠\n\nChatGPT can:\n\n- Help you brainstorm ideas.\n- Simplify complex concepts.\n- Offer insights into diverse topics.\n\n**Example**: Let's summarize a research abstract.","metadata":{}},{"cell_type":"code","source":"# Example: Summarizing a research abstract\n\ndef summarize(text, max_length=100):\n    \"\"\"Summarize a given text.\"\"\"\n    return \"Key points from the text: Simplified and concise.\"  # Placeholder function\n\n# Input abstract\nabstract = \"Artificial Intelligence is revolutionizing industries with applications spanning healthcare, finance, education, and beyond.\"\nprint(\"Summary:\", summarize(abstract))","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## **2. Data Science and Machine Learning Expertise** 📊\n\nChatGPT excels at:\n\n- Crafting efficient machine learning pipelines.\n- Debugging and optimizing your code.\n- Explaining complex algorithms.\n\n**Example**: Building a predictive model using `scikit-learn`.","metadata":{}},{"cell_type":"code","source":"from sklearn.ensemble import RandomForestClassifier\nfrom sklearn.datasets import load_iris\nfrom sklearn.model_selection import train_test_split\n\n# Load dataset\nX, y = load_iris(return_X_y=True)\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# Train a Random Forest model\nmodel = RandomForestClassifier(random_state=42)\nmodel.fit(X_train, y_train)\n\n# Evaluate the model\naccuracy = model.score(X_test, y_test)\nprint(f\"Model Accuracy: {accuracy:.2f}\")","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## **3. Creative Coding and Visualization** 🎨\n\nLet's create something visually stunning—a cascading matrix effect!","metadata":{}},{"cell_type":"code","source":"from IPython.core.display import display, HTML\n\n# HTML for cascading matrix effect\nhtml_code = '''\n<div style=\"background:black; width:100%; height:300px; overflow:hidden; position:relative;\">\n<canvas id=\"matrixCanvas\" style=\"width:100%; height:300px;\"></canvas>\n<script>\n    const canvas = document.getElementById('matrixCanvas');\n    const ctx = canvas.getContext('2d');\n    canvas.width = window.innerWidth;\n    canvas.height = 300;\n    const columns = Math.floor(canvas.width / 20);\n    const drops = Array(columns).fill(0);\n    function drawMatrix() {\n        ctx.fillStyle = 'rgba(0, 0, 0, 0.05)';\n        ctx.fillRect(0, 0, canvas.width, canvas.height);\n        ctx.fillStyle = '#ff99ff';\n        ctx.font = '20px monospace';\n        drops.forEach((y, x) => {\n            const text = String.fromCharCode(0x30A0 + Math.random() * 96);\n            ctx.fillText(text, x * 20, y * 20);\n            drops[x] = y * 20 > canvas.height || Math.random() > 0.95 ? 0 : y + 1;\n        });\n    }\n    setInterval(drawMatrix, 50);\n</script>\n</div>\n'''\n\n# Display the HTML\ndisplay(HTML(html_code))","metadata":{"trusted":true,"html":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## **4. Leverage Open-Source Resources** 🌍\n\nDiscover the best tools and datasets:\n\n- **[DASCIENT, LLC](https://dascient.com)**: Cutting-edge analytics services.\n- **[@donutz.ai](https://donutz.ai)**: A hub for AI creativity and collaboration.\n- **[Kaggle](https://kaggle.com)**: Explore datasets, competitions, and code.\n\nHarness these resources to supercharge your projects!","metadata":{}},{"cell_type":"markdown","source":"## **5. Conclusion** 🏁\n\nWith ChatGPT by your side, the possibilities are endless. Embrace curiosity, creativity, and humility as you explore the infinite world of knowledge and potential. Let your journey begin! 🌟","metadata":{}}]}