Siddharth Jain SidJain1412

AI Systems & LLM Engineering – Personal Learning Snapshot (Dec 2025)

A curated collection of resources, courses, books, and tools covering AI systems, ML, LLMs, generative AI, and agentic AI.
Snapshot for reference; my personal notes live elsewhere.

Courses

Mathematics for Machine Learning and Data Science Specialization

Semantic Commit Messages

See how a minor change to your commit message style can make you a better programmer.

Format: <type>(<scope>): <subject>

<scope> is optional

	import streamlit as st
	import io
	import contextlib
	import sys
	import re
	import threading


	class _Redirect:
	class IOStuff(io.StringIO):

	import numpy as np
	from numpy.random import randn, rand
	from scipy.optimize import minimize
	import matplotlib.pyplot as plt
	from nnls import nnlsm_blockpivot as nnlstsq
	import itertools
	from scipy.spatial.distance import cdist

	def censored_lstsq(A, B, M):
	"""Solves least squares problem with missing data in B

Siddharth Jain SidJain1412

AI Systems & LLM Engineering – Personal Learning Snapshot (Dec 2025)

Courses

Semantic Commit Messages

Example