SQL Roadmap ❤6👍2

🎯 GigaChat 3.5 Reasoning: 5 Key Features 1️⃣ Advanced Reasoning: Explores multiple step-by-step paths, using automated verification to reinforce correct answers and self-correct 2️⃣ Autonomous Tool Usage: Independently decides when to call external APIs or revise earlier steps 3️⃣ Linear Attention: Proprietary architecture retains key context points without re-matching from scratch 4️⃣ Token Economy: Uses 37% fewer tokens than DeepSeek V4 Flash Preview on math problems 5️⃣ Proven Performance: Open-source LLM (built on GigaChat 3.5 Ultra) with massive benchmark gains: • IFBench: 44 → 77 •

📌 Roadmap to Master Machine Learning in 6 Steps Whether you're just starting or looking to go pro in ML, this roadmap will keep you on track: 1️⃣ Learn the Fundamentals Build a math foundation (algebra, calculus, stats) + Python + libraries like NumPy & Pandas 2️⃣ Learn Essential ML Concepts Start with supervised learning (regression, classification), then unsupervised learning (K-Means, PCA) 3️⃣ Understand Data Handling Clean, transform, and visualize data effectively using summary stats & feature engineering 4️⃣ Explore Advanced Techniques Delve into ensemble methods, CNNs, deep learnin