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CLAUDE_CAN_NOW_PREPARE_YOUR_PRESENTATIONS_USING_THE_EXACT_FRAMEWORK.pdf
3.8 MB
CLAUDE CAN NOW PREPARE YOUR PRESENTATIONS USING THE EXACT FRAMEWORK PATRICK WINSTON TAUGHT MIT STUDENTS FOR 40 YEARS ☕️
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🚀 I just shared something important about DSA that most people don’t talk about.
If you’ve ever felt stuck or confused while learning DSA, this might change how you approach it completely.
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1️⃣ Programming Foundations
- Learn Python (must-have)
- Practice with NumPy, Pandas, Matplotlib
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- Linear Algebra: Vectors, matrices
- Probability & Statistics
- Calculus (basics: derivatives, gradients)
- Optimization (gradient descent)
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- Supervised vs Unsupervised Learning
- Regression, classification, clustering
- Learn scikit-learn
- Evaluation metrics (accuracy, F1, confusion matrix)
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- Neural networks: forward pass, backpropagation
- Activation functions, loss functions
- Use TensorFlow or PyTorch
- CNNs, RNNs, LSTMs
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- Tokenization, stemming, embeddings
- Transformer architecture (BERT, GPT)
- Sentiment analysis, summarization, translation
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- Image classification, object detection
- Libraries: OpenCV, YOLO, Mediapipe
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- GANs (Generative Adversarial Networks)
- Diffusion models
- Prompt engineering & LLMs (ChatGPT, Claude, Gemini)
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- Chatbot
- Image caption generator
- AI-powered recommendation system
- Text-to-image generator
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- Bias in AI
- Privacy, fairness
- Responsible AI development
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- OpenAI API, Hugging Face, LangChain
- Git & GitHub
- Docker (for deployment)
1️⃣1️⃣ Deployment Skills
- Streamlit / Flask for web apps
- Deploy AI models on Hugging Face, Vercel, or AWS
1️⃣2️⃣ Stay Updated
- Follow arXiv, PapersWithCode
- Join AI communities (Discord, Reddit, LinkedIn)
💼 Pro Tip: Build 2–3 AI projects, share them on GitHub, and write a blog/post about your learnings.
💬 Tap ❤️ for more!
1️⃣ Programming Foundations
- Learn Python (must-have)
- Practice with NumPy, Pandas, Matplotlib
2️⃣ Math for AI
- Linear Algebra: Vectors, matrices
- Probability & Statistics
- Calculus (basics: derivatives, gradients)
- Optimization (gradient descent)
3️⃣ Machine Learning Basics
- Supervised vs Unsupervised Learning
- Regression, classification, clustering
- Learn scikit-learn
- Evaluation metrics (accuracy, F1, confusion matrix)
4️⃣ Deep Learning
- Neural networks: forward pass, backpropagation
- Activation functions, loss functions
- Use TensorFlow or PyTorch
- CNNs, RNNs, LSTMs
5️⃣ Natural Language Processing (NLP)
- Tokenization, stemming, embeddings
- Transformer architecture (BERT, GPT)
- Sentiment analysis, summarization, translation
6️⃣ Computer Vision
- Image classification, object detection
- Libraries: OpenCV, YOLO, Mediapipe
7️⃣ Generative AI
- GANs (Generative Adversarial Networks)
- Diffusion models
- Prompt engineering & LLMs (ChatGPT, Claude, Gemini)
8️⃣ AI Project Ideas
- Chatbot
- Image caption generator
- AI-powered recommendation system
- Text-to-image generator
9️⃣ AI Ethics & Safety
- Bias in AI
- Privacy, fairness
- Responsible AI development
🔟 Tools to Learn
- OpenAI API, Hugging Face, LangChain
- Git & GitHub
- Docker (for deployment)
1️⃣1️⃣ Deployment Skills
- Streamlit / Flask for web apps
- Deploy AI models on Hugging Face, Vercel, or AWS
1️⃣2️⃣ Stay Updated
- Follow arXiv, PapersWithCode
- Join AI communities (Discord, Reddit, LinkedIn)
💼 Pro Tip: Build 2–3 AI projects, share them on GitHub, and write a blog/post about your learnings.
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7 Prompts that will outperform 99% of agents.pdf
11.2 MB
7 Prompts that will outperform 99% of agents 🚀
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1/ Python for Beginners (Microsoft):
https://learn.microsoft.com/en-us/shows/intro-to-python-development/
2/ SQL for Data Science (IBM via edX):
https://www.edx.org/learn/data-science/ibm-sql-for-data-science
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Hey guys, have you enrolled for the hackathon where you can win cash prizes up to ₹6 lakhs? 🚀
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Eligibility: Open to all students, working professionals, developers, and AI enthusiasts .
Perks for Candidates:
• Cash prizes worth 6 Lakhs 💰 & national recognition 🏆
• Build real-world AI solutions with practical impact 🤖
• Get mentored by experts from the PAN IIT Bangalore Alumni Association 🎓
• Opportunity to engage with initiatives backed by the Government of Karnataka 🏛️
• Strengthen your profile with hands-on projects & certificates 📜
Register and start building now! 🚀
Build innovative AI solutions, showcase your skills, and solve problems that matter for Bharat 🇮🇳
📌 Registration Link : https://tinyurl.com/mt354drp
Eligibility: Open to all students, working professionals, developers, and AI enthusiasts .
Perks for Candidates:
• Cash prizes worth 6 Lakhs 💰 & national recognition 🏆
• Build real-world AI solutions with practical impact 🤖
• Get mentored by experts from the PAN IIT Bangalore Alumni Association 🎓
• Opportunity to engage with initiatives backed by the Government of Karnataka 🏛️
• Strengthen your profile with hands-on projects & certificates 📜
Register and start building now! 🚀
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Register for the AI for Bharat Hackathon 🚀 and stand a chance to win a ₹6 lakh cash prize.
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3 Dealroom : https://dealroom.co/
4 We Work Remotely : https://weworkremotely.com/
5 Remotive : https://remotive.com/
6 Topstartups.io : https://topstartups.io/
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* Build real-world projects using AI 🤖
* Save hours of coding & development time ⏱️
* Perfect for beginners, developers & creators
* Turn your ideas into working products quickly 🚀
* Great for portfolio, freelancing & learning
A powerful AI platform is helping people build full websites, apps, and tools in minutes — without complex coding.
If you’ve been thinking about getting started with AI or building something of your own, this is your chance 👇
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* Save hours of coding & development time ⏱️
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CLAUDE_CAN_NOW_REFINE_YOUR_STARTUP_IDEA_WITH_THE_BRUTAL_HONESTY.pdf
2.5 MB
CLAUDE CAN NOW REFINE STARTUP IDEA WITH BRUTAL HONESTY OF GRAHAM (FOR FREE) 🚀
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❤23👍2
Register for the AI for Bharat Hackathon 🚀 and stand a chance to win a ₹6 lakh cash prize.
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5 resources to learn Claude AI for free 👇
1/ Anthropic's Official Guide:
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2/ Great Learning's Free Course:
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3/ Claude Code in Action:
https://anthropic.skilljar.com/claude-code-in-action
4/ CC for Everyone:
https://ccforeveryone.com/
5/ FreeAcademy's Guide:
https://freeacademy.ai/blog/best-free-claude-code-courses-2026
1/ Anthropic's Official Guide:
https://support.claude.com/en/articles/8114491-get-started-with-claude
2/ Great Learning's Free Course:
https://www.mygreatlearning.com/academy/learn-for-free/courses/introduction-to-claude
3/ Claude Code in Action:
https://anthropic.skilljar.com/claude-code-in-action
4/ CC for Everyone:
https://ccforeveryone.com/
5/ FreeAcademy's Guide:
https://freeacademy.ai/blog/best-free-claude-code-courses-2026
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