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| title: "" | ||
| permalink: /members/vedanshSethi | ||
| title: ""s | ||
| permalink: /members/vedansh | ||
| layout: single | ||
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@@ -10,11 +10,11 @@ Hello everyone. Whether you’re part of the team or just curious to learn, here | |
| Before delving into Machine Learning and Deep Learning, it's crucial to solidify the mathematical foundations upon which these fields are built. Mathematics is the backbone of ML and DL algorithms, and a strong grasp of key concepts like probability, statistics, linear algebra, and optimization is essential. This section equips you with those foundational skills. | ||
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| ### Resources | ||
| [<span style="color:blue;">Prob-Stats 1</span>](https://hackmd.io/@eMS9nZq5Tk6-gP09chWyqQ/H1TZcit6a) : Begin with the basics of probability and statistics, which will help you understand data distribution, uncertainty, and decision-making processes—key elements in building ML models. | ||
| [<span style="color:blue;">Prob-Stats 1</span>](https://hackmd.io/@5IJBw6RCTNS9fjyOKOTwkQ/S1Y03HiDbe) : Begin with the basics of probability and statistics, which will help you understand data distribution, uncertainty, and decision-making processes—key elements in building ML models. | ||
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| [<span style="color:blue;">Prob-Stats 2</span>](https://hackmd.io/@ZXxKhF68QyCRN3u4US17ZQ/ryAOaL_0a) : This further explores probability and statistics, diving deeper into advanced topics that are critical in more complex ML models, such as Bayesian inference and hypothesis testing. | ||
| [<span style="color:blue;">Prob-Stats 2</span>](https://hackmd.io/@VBkCDDuLSdC5UjoRWvYtiA/rJiSIg7dWe) : This further explores probability and statistics, diving deeper into advanced topics that are critical in more complex ML models, such as Bayesian inference and hypothesis testing. | ||
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Collaborator
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. get the name of the hackmd changed from aarush - it says ps 1 |
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| [<span style="color:blue;">Linear Algebra and Optimisation</span>](https://hackmd.io/CRuXzA0XRFy5I2Yh51dODg?view) : Linear algebra forms the foundation for many ML algorithms, particularly in deep learning where operations on high-dimensional data are frequent. Optimization is the process of improving these models, and understanding both is indispensable for tackling real-world ML problems. | ||
| [<span style="color:blue;">Linear Algebra and Optimisation</span>](https://hackmd.io/@1hF6KBx_RzSqdNlwAfCfIg/H1wXrstt-e) : Linear algebra forms the foundation for many ML algorithms, particularly in deep learning where operations on high-dimensional data are frequent. Optimization is the process of improving these models, and understanding both is indispensable for tackling real-world ML problems. | ||
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| ### Assignments | ||
| [<span style="color:blue;">Prob-Stats 1</span>](https://hackmd.io/Id8UgDukSImYiMI3tDKPkQ?view) | ||
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Collaborator
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. why hasn't the assignment section been updated? |
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@@ -27,19 +27,21 @@ Before delving into Machine Learning and Deep Learning, it's crucial to solidify | |
| After you are over with all the math resources and assignments, with the mathematical foundations firmly in place, we urge you to move on to the core subject of our journey: Machine Learning. It’s essential to understand both the theory and application of ML algorithms to build systems that solve complex problems. | ||
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| ### Resources | ||
| [<span style="color:blue;">ML-0</span>](https://hackmd.io/@aakashks/B1iicQnlA) | ||
| [<span style="color:blue;">ML-0</span>](https://hackmd.io/@YUkJ6r5iRT26UFHW-FBOeQ/SkBLlgyoZg) | ||
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| [<span style="color:blue;">ML-1</span>](https://hackmd.io/@tisanant/ry5AjOxX0) | ||
| [<span style="color:blue;">ML-1</span>](https://hackmd.io/@hp9_6wFGQ3aUMWP8JxTiRw/ByeN7pR_sWx) | ||
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| [<span style="color:blue;">ML-2</span>](https://hackmd.io/@cerussite0/Bkm8Ny72be) | ||
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| ### Assignments | ||
| [<span style="color:blue;">ML-0</span>](https://hackmd.io/@aakashks/BJvKgy2zC) | ||
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Collaborator
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. this has been left in place - remove or replace |
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| For ML-1, we will hold a hackathon later this year in place of the assignment. Until then, happy learning! | ||
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| ## Deep Learning | ||
| Moving on to Deep Learning, a subset of machine learning that focuses on models known as neural networks. This section will deepen your understanding of the cutting-edge techniques driving today’s AI breakthroughs. | ||
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| [<span style="color:blue;">Resources</span>](https://hackmd.io/@bo1tKdKHTzWAvzZH0oC_SA/SJL_JDjQ0) | ||
| [<span style="color:blue;">DL-0</span>](https://hackmd.io/@friscoid/rJEjCcz6We) | ||
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| [<span style="color:blue;">DL-1</span>](https://hackmd.io/@friscoid/rkX1YXckfx) | ||
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| [<span style="color:blue;">Assignment</span>](https://hackmd.io/@0xpegasus/ryXpSJ8E0) | ||
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their exists a comprehensive hackmd (https://hackmd.io/@reyna-v/dsg-resources-oc)
this has all the resources compiled in place too. add this as a stop shop, or have your +1 create a similar one and put it