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Data and Ai Automations

1.5k members • Free

3 contributions to Data and Ai Automations
Transitioning from Pure Math to AI
Hi everyone! I’m thrilled to join this community. I am currently deep-diving into Applied Mathematics, specifically focusing on the mathematical foundations of AI, like Linear Algebra (matrices, determinants) and Calculus. While I love the theoretical side, my goal here is to bridge the gap between abstract math and practical AI Automation. I want to see how the equations I solve on paper turn into efficient workflows and intelligent systems. I’m looking forward to learning from your experiences and sharing my journey as I apply mathematical logic to real-world data projects. If anyone has tips on the best path from 'math-heavy theory' to 'hands-on AI building,' I’d love to connect! Happy to be here!
0 likes • 23h
@William Bourque Thanks, William! I completely agree—finding the right balance between theoretical math and platform-specific strengths is a challenge. I’m currently exploring how linear algebra can be optimized for AI workflows, and I’d be very interested to hear which platforms you find lean best towards the mathematical side!
Why Eigenanalysis is the "DNA" of AI and Data Science
Hi everyone! As someone passionate about Applied Mathematics and AI Research, I’ve noticed that while many people use AI models, the underlying mathematics - like Eigenanalysis - often remains a "black box." I recently published a deep dive on Medium titled "Eigenanalysis" to bridge this gap. In the article, I break down: - The core intuition behind Eigenvalues and Eigenvectors. - How this theory powers Principal Component Analysis (PCA). - Real-world applications in Computer Vision (like Eigenfaces). If you’re interested in understanding the "why" behind the algorithms we use every day, check it out here: https://medium.com/@nihatgariblii/eigenanalysis-from-intuition-to-practical-python-6c0daf234957 I’d love to hear your thoughts or answer any questions you have about the math behind AI!
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Feedback on your struggles with Upwork
Hey all, I want to gather some feedback from people who are either starting their freelancing journey on Upwork or are seasoned vets. When you provide answers to these questions please include your experience level on Upwork (number of jobs, time on platform) 1. What is the number one confusion point for you with how to write better proposals? 2. Do you ever think about how to optimize your profile? 3. Do you feel you have a strong grasp on going from initial message to closed deal? 4. Do you focus on more proposals or better proposals 5. Do you boost every time? Only sometimes? Would love to hear from yall @Ryan Nolan
0 likes • 3d
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Nihat Garibli
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@nihat-garibli-6037
Applied Mathematics | AI Researcher | Dedicated to Computer Vision & Statistics | Shaping the future with Data.

Active 49m ago
Joined Apr 12, 2026
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