aryan raj’s Post

Where does the algorithm end and intelligence begin?

KnowFormer: A Transformer-Based Breakthrough Model for Efficient Knowledge Graph Reasoning, Tackling Incompleteness and Enhancing Predictive Accuracy Across Large-Scale Datasets Knowledge graphs

In the realm of algorithm efficiency, understanding time complexity is paramount. Take a look at the breakdown: 🔍 O(1): Constant time 📊 O(n): Linear time 🔍 O(log n): Logarithmic time 🐢 O(n^2): Quadratic time ⚡ O(n log n): Linearithmic time 🚨 O(2^n): Exponential time #timeComplexity #optimization A big shoutout to Ali Ahmad for shedding light on this topic. Dive deeper into efficient algorithm design here: https://lnkd.in/d2u4kNcp

Great insights on evaluation metrics! 🌟 #AI #RAG This blog is a must-read for anyone in AI! 🚀 #MachineLearning #DataScience

My paper has just been published! "A Comprehensive Analysis of Sentiment Analysis: Approaches, Applications, and Classifier Comparisons" https://lnkd.in/dEHKB-nJ

I am excited to share our latest blog post, "Understanding SIMD: Infinite Complexity of Trivial Problems." In this article, we delve into the intricacies of Single Instruction, Multiple Data (SIMD) technology and explore how it can simplify the execution of complex tasks while revealing the paradox of trivial problems. By unpacking these concepts, we aim to provide valuable insights that can enhance your understanding of computational efficiency and performance optimization. I invite you to read the full article to gain a deeper perspective on this fascinating topic. You can find it here: [Understanding SIMD: Infinite Complexity of Trivial Problems](https://ift.tt/v5a3lOd).

Get in for Analysis Paralysis Disrupter, and break through it. Not to ignore logical concerns, but to call in your deepest self trust.

Dear Friends, Watch my 47th video that focuses on the Power of R Square. This is the penultimate video and with one more remaining Simple Linear Regression(SLR) will be concluded. The link for the current video is https://lnkd.in/gmXaAUvw

🚀 30 𝐃𝐚𝐲𝐬 𝐨𝐟 𝐀𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐬: 𝐅𝐫𝐨𝐦 𝐙𝐞𝐫𝐨 𝐭𝐨 𝐈𝐧𝐭𝐞𝐫𝐦𝐞𝐝𝐢𝐚𝐭𝐞 (24/30) — 𝐁𝐥𝐨𝐨𝐦 𝐅𝐢𝐥𝐭𝐞𝐫𝐬 🚀 👉 Have you ever needed a fast, space-efficient way to test if an element is part of a set? 👉 Check out my latest article on Bloom filters, a powerful probabilistic data structure that offers blazing speed and impressive memory efficiency. https://lnkd.in/eEKbAU3k

There are numerous variations to explore when building a pipeline (RAG, semantic search) in the world of LLMs. Remember, the effectiveness of a single part does not dictate the success of the entire pipeline. To achieve an end-to-end optimized pipeline, focus on measuring and understanding metrics, challenge assumptions, and leverage the latest advancements. Continuous iteration is key to unlocking the full potential. #PipelineOptimization #Metrics #Innovation