Data Scientist | Machine Learning Scientist | MS in Mathematics & Applied Statistics
Ever wondered how companies process millions of transactions in real-time using ML? The secret lies in algorithm optimization. From standard to optimized implementations: Linear Models: O(n) → O(n/w) with SIMD Random Forest: O(th) → O(tlog(h)) with LightGBM k-NN: O(n*d) → O(log(n)) with modern variants I prepared an analysis of the performance trade-offs of traditional ML algorithms, and implementation considerations. Perfect for ML practitioners focused on system optimization.
Embedded Software Engineering consultant #EmbeddedAI, #freelancing
1moDid you run time and space complexity analysis on any recent LLMs like llama, etc? interested to know