https://romeepanchal.com/posts/ Recent content in Articles on Romee Panchal Hugo en-us Romee Panchal Sat, 11 Jul 2026 00:00:00 +0000 https://romeepanchal.com/posts/ai_engineering/why_ai_projects_fail_after_the_demo/ Sat, 11 Jul 2026 00:00:00 +0000 https://romeepanchal.com/posts/ai_engineering/why_ai_projects_fail_after_the_demo/ A practical look at why impressive AI prototypes often fail in production, and how to reason about the gap between a demo and a dependable system. https://romeepanchal.com/posts/deep_learning/nlp_progress/ Sat, 12 Jul 2025 00:00:00 +0000 https://romeepanchal.com/posts/deep_learning/nlp_progress/ Trace how recurrent networks, attention, transformers, instruction tuning, and RLHF built on one another. https://romeepanchal.com/posts/deep_learning/learning_path/ Fri, 24 Jan 2025 00:00:00 +0000 https://romeepanchal.com/posts/deep_learning/learning_path/ A concept-first path from logistic regression through neural networks, attention, and modern transformers. https://romeepanchal.com/posts/life/learnings/self_study_experience/ Fri, 17 Jan 2025 00:00:00 +0000 https://romeepanchal.com/posts/life/learnings/self_study_experience/ Lessons from the frustrations, false starts, and breakthroughs that come with learning independently. https://romeepanchal.com/posts/life/magic_of_habits/ Sun, 13 Oct 2024 00:00:00 +0000 https://romeepanchal.com/posts/life/magic_of_habits/ How small repeated behaviors compound into meaningful change, and how to design habits that last. https://romeepanchal.com/posts/life/finding_hope_in_bad_times/ Thu, 03 Oct 2024 00:00:00 +0000 https://romeepanchal.com/posts/life/finding_hope_in_bad_times/ A personal reflection on uncertainty, resilience, and finding room for hope when plans fall apart. https://romeepanchal.com/posts/general/why_learn_maths/ Fri, 13 Sep 2024 00:00:00 +0000 https://romeepanchal.com/posts/general/why_learn_maths/ How mathematical foundations improve model intuition, debugging, optimization, and technical communication. https://romeepanchal.com/posts/how_get_data_job/ Sun, 28 Jul 2024 00:00:00 +0000 https://romeepanchal.com/posts/how_get_data_job/ A field-tested roadmap for building skills, proof of work, and relationships that lead to a data science role. https://romeepanchal.com/posts/general/learning_through_summarisation/ Sun, 21 Jul 2024 00:00:00 +0000 https://romeepanchal.com/posts/general/learning_through_summarisation/ Why writing summaries exposes gaps in understanding and turns passive reading into durable learning. https://romeepanchal.com/posts/data_science/bias_variance_trade-off/ Sun, 21 Apr 2024 00:00:00 +0000 https://romeepanchal.com/posts/data_science/bias_variance_trade-off/ Understand underfitting, overfitting, and why every useful model must balance bias against variance. https://romeepanchal.com/posts/how_find_insights/ Sun, 21 Apr 2024 00:00:00 +0000 https://romeepanchal.com/posts/how_find_insights/ A practical framework for moving beyond charts and finding observations that change decisions.