Foundations

Mathematical Foundations

Linear algebra, calculus, probability, statistics and optimisation — the maths behind ML

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lessons
Skills in this topic
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Maths for ML
beginner
Multiply matrices and compute dot products
Probability & Statistics
beginner
Calculate conditional probability and Bayes' theorem
Optimisation
intermediate
Implement gradient descent from scratch
Information Theory
intermediate
Calculate Shannon entropy and cross-entropy loss
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Markov chains are the original language models
Dev.to · Aman Shekhar 🔢 Mathematical Foundations 9mo ago
Markov chains are the original language models
Markov chains, a foundational concept in probability theory, have emerged as a cornerstone in the...
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What are Probability Distributions?
Dev.to · Dev Patel 🔢 Mathematical Foundations 11mo ago
What are Probability Distributions?
Deep dive into undefined - Essential concepts for machine learning practitioners.
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🐨Beginner-Friendly Guide "Maximize Free Time by Rescheduling Meetings" – LeetCode 3439 (C++ | Python | JavaScript)
Dev.to · Om Shree 🔢 Mathematical Foundations 12mo ago
🐨Beginner-Friendly Guide "Maximize Free Time by Rescheduling Meetings" – LeetCode 3439 (C++ | Python | JavaScript)
In this scheduling optimization problem, we're given a series of non-overlapping meetings and a total...
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Optimizing MongoDB Aggregations with the $function Operator: Reducing Time Complexity
Dev.to · Priyank Agrawal 🔢 Mathematical Foundations 1y ago
Optimizing MongoDB Aggregations with the $function Operator: Reducing Time Complexity
When working with large datasets in MongoDB, performance optimization is critical. One common...
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LeetCode in Swift - 1975. Maximum Matrix Sum （中文解釋）
Dev.to · vc7 🔢 Mathematical Foundations 1y ago
LeetCode in Swift - 1975. Maximum Matrix Sum （中文解釋）
題目 2024/11/24...
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Building a Card with Gradient Hover Effect Inspired by Nuxt UI
Dev.to · Tanay Karnik 🔢 Mathematical Foundations 1y ago
Building a Card with Gradient Hover Effect Inspired by Nuxt UI
I came across an amazing card hover effect on the Nuxt UI website. Unfortunately, it’s a pro...
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🌐 Get Started :Atlas Vector Search Use Cases, Infrastructure, and Product Catalogs
Dev.to · Danny Chan 🔢 Mathematical Foundations 1y ago
🌐 Get Started :Atlas Vector Search Use Cases, Infrastructure, and Product Catalogs
Atlas Vector Search Atlas Vector Search Use Cases: 💬 Customer Chatbot ❓ Question-Answering (Q-A) 🛒...
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Image Optimization in Vue & Nuxt
Dev.to · Jakub Andrzejewski 🔢 Mathematical Foundations 2y ago
Image Optimization in Vue & Nuxt
This year, I had a great pleasure to talk once again at one of the best Vue.js conferences in the...
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