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Posts
Daily Study Log 80
π§ Daily Study Log [2025-09-12] Generated a new idea for personalized book recommendations, progressed on paper-writing with skeleton-based motion analysis, a...
Daily Study Log 79
π§ Daily Study Log [2025-09-11] Explored AI-based education strategies and creative AI business planning in class, developed a new lifestyle idea, deepened un...
Paper Review: Attention Is All You Need β DAY 3 & 4
π https://arxiv.org/abs/1706.03762 π Published in NeurIPS 2017
Daily Study Log 78
π§ Daily Study Log [2025-09-10] Studied classical cryptography and positive psychology in class, and advanced my personal project on garbage classification by...
Daily Study Log 77
π§ Daily Study Log [2025-09-09] Focused on learning advanced data handling techniques in class and made progress in the competition by completing EDA and hand...
Daily Study Log 76
π§ Daily Study Log [2025-09-08] Explored a new AR-based lifestyle idea, studied fundamentals of deep learning and blockchain, coordinated tasks for the paper ...
Paper Review: Attention Is All You Need β DAY 2
π https://arxiv.org/abs/1706.03762 π Published in NeurIPS 2017
Daily Study Log 75
π§ Daily Study Log [2025-09-05] Proposed a new gym-related idea, participated in the 2025 Big Contest (store closure early warning), studied the Transformer p...
Paper Review: Attention Is All You Need β DAY 1
π https://arxiv.org/abs/1706.03762 π Published in NeurIPS 2017
Daily Study Log 74
π§ Daily Study Log [2025-09-02] Generated a new creative idea, continued GitHub portfolio organization, attended foundational lectures in big data and AI mode...
Daily Study Log 73
π§ Daily Study Log [2025-09-02] Shared the finalized 12-week roadmap and discussed novelty directions with teammates for our research project. The plan now ha...
Daily Study Log 72
π§ Daily Study Log [2025-08-29] Generated a new idea inspired by difficulties in choosing perfume, continued focused TOEIC preparation with only two days left...
Daily Study Log 71
π§ Daily Study Log [2025-08-28] Generated a new idea related to hidden history, continued intensive TOEIC preparation with only three days left until the exam...
Daily Study Log 70
π§ Daily Study Log [2025-08-27] Advanced the Habit Time Capsule project from idea stage to an actual working prototype, while continuing TOEIC preparation wit...
Daily Study Log 69
π§ Daily Study Log [2025-08-25] Generated a new idea, focused on TOEIC preparation with the exam approaching this Sunday, and reorganized my study strategy by...
Daily Study Log 68
π§ Daily Study Log [2025-08-19] Generated a new idea, practiced SQL problems intensively for the upcoming exam, conducted multiple competition experiments wit...
Paper Review: Few-Shot Adaptation of Grounding DINO for Agricultural Domain β DAY 4
π https://arxiv.org/abs/2504.07252 π» Implementation Notebook
Daily Study Log 67
π§ Daily Study Log [2025-08-18] Worked on a new idea project, practiced SQL exam problems, advanced competition experiments with blending stability, reviewed ...
Paper Review: Few-Shot Adaptation of Grounding DINO for Agricultural Domain β DAY 3
π https://arxiv.org/abs/2504.07252
Daily Study Log 66
π§ Daily Study Log [2025-08-14] Focused on advanced model blending techniques in the electricity forecasting competition, documented a new urban sound-related...
Paper Review: Few-Shot Adaptation of Grounding DINO for Agricultural Domain β DAY 2
π https://arxiv.org/abs/2504.07252
Daily Study Log 65
π§ Daily Study Log [2025-08-13] Focused on competition model refinement and documented a new urban safety project idea. Achieved the best public LB score to d...
Daily Study Log 64
π§ Daily Study Log [2025-08-12] A lighter study day due to personal schedule, but still managed meaningful progress in idea generation, competition modeling, ...
Daily Study Log 63
π§ Daily Study Log [2025-08-11] A well-rounded day spanning idea generation, SQL learning, competition modeling, project iteration, and deep dives into resear...
Paper Review: Few-Shot Adaptation of Grounding DINO for Agricultural Domain β DAY 1
π https://arxiv.org/abs/2504.07252
Daily Study Log 62
π§ Daily Study Log [2025-08-07] Pushed forward on multiple tracks today β from idea generation to paper implementation, and competition experiments. Solid mom...
Paper Review: DoWhy β DAY 3
π https://arxiv.org/abs/2011.04216 π§βπ» GitHub: microsoft/dowhy
Daily Study Log 61
π§ Daily Study Log [2025-08-06] Still feeling a bit tired, but managed to make focused progress on two major fronts β signal processing for music analysis and...
Daily Study Log 60
π§ Daily Study Log [2025-08-05] Took it a bit slower today due to low energy, but still made progress on idea generation, SQL fundamentals, competition experi...
Paper Review: DoWhy β DAY 2
π https://arxiv.org/abs/2011.04216 π§βπ» GitHub: microsoft/dowhy
Daily Study Log 59
π§ Daily Study Log [2025-08-04] From language self-reflection tools to ensemble weight tuning β todayβs work was sharp, structured, and a step closer to submi...
Paper Review: DoWhy β DAY 1
π https://arxiv.org/abs/2011.04216 π§βπ» GitHub: microsoft/dowhy
Daily Study Log 58
π§ Daily Study Log [2025-08-03] From creative computer vision ideas to leaderboard-breaking ensemble tuning β today was a good balance of ideation and impleme...
Daily Study Log 57
π§ Daily Study Log [2025-08-02] From SQL theory to public leaderboard tuning β today was about deepening fundamentals and refining experimental pipelines.
Paper Review: Explainable Skeletal Assessment for Martial Arts β DAY 4
π https://doi.org/10.1038/s41598-024-83475-4
Daily Study Log 56
π§ Daily Study Log [2025-08-01] A well-balanced day of idea generation, competition modeling, project transition, and academic reading.
Paper Review: Explainable Skeletal Assessment for Martial Arts β DAY 3
π https://doi.org/10.1038/s41598-024-83475-4
Daily Study Log 55
π§ Daily Study Log [2025-07-25] A multi-threaded day of ideation, modeling, implementation, and reading. Progressing steadily toward motion feedback systems a...
Paper Review: Explainable Skeletal Assessment for Martial Arts β DAY 2
π https://doi.org/10.1038/s41598-024-83475-4
Daily Study Log 54
π§ Daily Study Log [2025-07-23] A day packed with project ideation, competition modeling, paper study, implementation, and GitHub cleanup. Gradually convergin...
Paper Review: Explainable Skeletal Assessment for Martial Arts β DAY 1
π https://doi.org/10.1038/s41598-024-83475-4
Daily Study Log 53
π§ Daily Study Log [2025-07-23] Todayβs focus was on idea generation, competition modeling, paper review and practical implementation, along with team discuss...
Paper Review: Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition β DAY 5
β Day 5 β From Paper to Practice: My First Experiment
Paper Review: Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition DAY 4
π Paper Info
Daily Study Log 52
π§ Daily Study Log [2025-07-22] A productive day of multi-threaded progress: competition tuning, paper writing, new ideas, SQL theory, and project housekeepin...
Paper Review: Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition DAY 3
π Paper Info
Daily Study Log 51
π§ Daily Study Log [2025-07-21] Todayβs session covered a mix of test prep, ideation, team coordination, and project progress. Bit by bit, things are coming t...
Paper Review: Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition DAY 2
π Paper Info
Daily Study Log 50
π§ Daily Study Log [2025-07-18] Today was a diverse study day across ideation, coding practice, paper review, and spatial data exploration. Iβm also consideri...
Paper Review: Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition DAY 1
π Paper Info
Daily Study Log 49
π§ Daily Study Log [2025-07-17] Covered a wide range of topics today β from test prep to project implementation to idea generation. A productive and well-bala...
Daily Study Log 48
π§ Daily Study Log [2025-07-16] Today was a well-balanced study day across multiple focus areas β SQL, paper review prep, and portfolio maintenance.
Daily Study Log 47
π§ Daily Study Log [2025-07-14] Another productive day β wrapped up key topics across TOEIC prep, CV experimentation, paper study, and research planning. Fina...
Paper Review: EfficientNet DAY 5 β Conclusion & Takeaways
π Paper Info
Daily Study Log 46
π§ Daily Study Log [2025-07-14] Another productive day β wrapped up key topics across SQL, CV, paper study, and Kaggle exploration. Found a new competition to...
Paper Review: EfficientNet DAY 4 β Scaling Results & Cost-Effective Model Analysis
π Paper Info
Daily Study Log 45
π§ Daily Study Log [2025-07-11] Felt more energized today and wrapped up a key milestone! Closed the SCU_Competition project, dove into CV Chapter 3, studied ...
Paper Review: EfficientNet DAY 3 β Deep Dive into B0 Architecture & Scaling Coefficients
π Paper Info
Daily Study Log 44
π§ Daily Study Log [2025-07-10] Wasnβt feeling too great today, so I kept the pace light. Still managed to stay consistent with TOEIC, read Day 2 of Efficient...
Daily Study Log 43
π§ Daily Study Log [2025-07-09] Feeling better today and finally picked up some solid momentum. Made five new submissions for the SCU_Competition, reviewed SQ...
Daily Study Log 42
π§ Daily Study Log [2025-07-08] Still feeling a bit off, so I kept the pace moderate. Continued tracking SCU_Competition progress, studied TOEIC listening and...
Daily Study Log 41
π§ Daily Study Log [2025-07-07] Wasnβt feeling well today, so I kept things light β but still managed to move forward with SCU_Competition (submission 61β65),...
Paper Review: EfficientNet DAY 0 β Why I Chose This Paper
π Paper Info
Daily Study Log 40
π§ Daily Study Log [2025-07-05] Todayβs focus was SCU_Competition experimentation (submission 56β60), plus structured TOEIC study (Listening Unit 2, Reading U...
Daily Study Log 39
π§ Daily Study Log [2025-07-04] Todayβs work included structured experimentation in the SCU_Competition, SQL fundamentals study, and implementation + review o...
Paper Review: MobileNetV2 DAY 4
π Paper Info
Daily Study Log 38
π§ Daily Study Log [2025-07-03] Todayβs study spanned advanced ensemble experimentation in the SCU_Competition, hands-on DeepDream visualization in computer v...
Paper Review: MobileNetV2 DAY 3
π Paper Info
Daily Study Log 37
π§ Daily Study Log [2025-07-02] Todayβs study was split across three major areas: feature engineering experiments for the SCU_Competition, continuing the Mobi...
Paper Review: MobileNetV2 DAY 2
π Paper Info
Daily Study Log 36
π§ Daily Study Log [2025-07-01] Today was a well-balanced study day across three key areas: competition experimentation, hands-on GAN practice, and my very fi...
Paper Review: MobileNetV2 DAY 1
π Paper Info
Daily Study Log 35
π§ Daily Study Log [2025-06-30] Todayβs work centered on two fronts: pushing SCU_Competition to new heights through classic feature optimization and restructu...
Daily Study Log 34
π§ Daily Study Log [2025-06-29] Today was fully dedicated to optimizing ensemble strategies for the SCU_Competition. I experimented with weighted voting, seed...
Daily Study Log 33
π§ Daily Study Log [2025-06-28] Today was a blend of competition modeling, CV theory reinforcement, and long-term dataset preparation. I mainly focused on fea...
Daily Study Log 32
π§ Daily Study Log [2025-06-19]
Daily Study Log 31
ποΈ [2025-06-19] Urban Scene Segmentation & CNN Recap
Daily Study Log 30
πΈ [2025-06-08] Real-Time Activity Recognizer β Final Wrap-up
Daily Study Log 29
π§ [2025-06-04] MobileNetV2 Transfer Learning + Theory Review
Daily Study Log 28
π§ [2025-05-30] Revisiting CNN Fundamentals with CIFAR-10
Daily Study Log 27
π§ [2025-05-29] Fine-Tuning the Real-Time Recognizer + CIFAR-10 CNN Practice
Daily Study Log 26
π 2025-05-28 β π Rebooting the Recognizer, Building CNNs from Scratch
Daily Study Log 25
π 2025-05-27 β π§ Full Fine-Tuning & Realization: Maybe I Need More Data?
Daily Study Log 24
π 2025-05-26 β π§Ή Cleaning Up the Dataset & π§ Retraining MobileNetV2
Daily Study Log 23
π§ͺ Tuning the Recognizer β Dropout, Dense, and Fine-Tuning
Daily Study Log 22
Today I took the next step in my daily activity recognition project: Model training. It was my first time training a real-time classifier using a pre-trained...
Daily Study Log 21
Today, I kicked off a brand-new computer vision project: Real-Time Daily Activity Recognition based on webcam input and CNNs.
Daily Study Log 20
Today marks the final chapter of my first full computer vision project. After dozens of experiments, hundreds of crawled images, and countless hours of train...
Daily Study Log 19
Today, my food image classifier reached its highest accuracy yet: 59%. This wasnβt just a technical achievement β it was also a reminder that how you collect...
Daily Study Log 18
Today marked another big step forward for my food image classifier. After reaching ~41% accuracy yesterday with 36-class data I collected using Selenium, I d...
Daily Study Log 17
Today, the food image classifier got its biggest meal yet: real data. After days of tuning layers and adjusting learning rates, I finally asked the real ques...
Daily Study Log 16
Today I focused on improving the food image classifier I started yesterday. The first model was like a sleepy turtle π’ β cute but very, very slow (and kind o...
Daily Study Log 15
Today I completed training my first image classification model. Itβs based on ResNet50 and built to recognize food images. Was it perfect? Nah. Was it mine? ...
Daily Study Log 14
Today I officially started my first computer vision project β a food image classifier. Sounds simple, right? Load some pictures, train a model, done. Yeah, n...
Daily Study Log 13
Although I havenβt committed to any GitHub updates or hands-on coding today, Iβve been deep in coursework β and that counts too!
Daily Study Log 12
Today marks the official completion of my Titanic survival prediction project β my very first full-cycle machine learning portfolio piece!
Daily Study Log 11
Today was all about taking the Titanic Survival Prediction project to the next level through model experimentation and tuning βοΈπ
Daily Study Log 10
Today I made major progress in my Titanic Survival Prediction project π I completed full feature engineering and finalized the EDA notebook.
Daily Study Log 9
Today I officially kicked off my Titanic Survival Prediction project π I focused on understanding the data and cleaning it up properly.
Daily Study Log 8
Today I officially kicked off my Titanic Survival Prediction project π As the first step, I focused on getting familiar with the data through basic EDA (Expl...
Daily Study Log 7
After digging through Seoulβs commercial sales data for a few days, I finally feel like today was the day I nailed down the direction of this projectβs EDA.
Daily Study Log 6
Following yesterdayβs macro-level dive into industry trends, today I zoomed in on a specific category that hits close to home: μΉν¨μ λ¬Έμ (Chicken Restaurants).
Daily Study Log 5
Today was all about diving deeper into the industry-level sales trends from the Seoul dataset I started cleaning yesterday.
Daily Study Log 4
Today marks the first real step in my Sales Forecasting for Small Business project.
Daily Study Log 3
Okay, so today I started digging for data.
Daily Study Log 2
So, I just started a new project β forecasting sales for small businesses.
Daily Study Log 1
Today, I finally launched my GitHub blog!