Sitemap
A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
About Me
About me
Posts
Future Blog Post
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Blog Post number 4
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 2
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 1
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
portfolio
TERRA-CD: A Benchmark Dataset for Semantic Change Detection
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Created a benchmark dataset of 5,221 paired Sentinel-2 images and trained Siamese networks for change detection.
Mini-AutoDiff: Reverse-Mode Automatic Differentiation
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Built a lightweight Deep Learning framework from scratch using NumPy, featuring a dynamic computational graph engine and reverse-mode differentiation.
Narrative Sense Disambiguation with LLMs
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Engineered a graded word-sense plausibility pipeline using DeBERTa, RoBERTa, and GPT-4 to quantify semantic ambiguity.
Scalable Sequence Modeling: Mamba vs. Transformers
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Benchmarked Mamba (Selective SSM) and Transformer architectures to investigate trade-offs in computational complexity and memory scaling.
AI Interview Companion (Second Brain)
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Engineered a full-stack RAG agent on Cloudflare Workers that acts as a personalized mock interviewer. Features an automated Python evaluation pipeline achieving 90% retrieval accuracy.
InsightFlow: Serverless AI Analytics Agent
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Engineered a serverless AI agent on Cloudflare Workers that converts natural language to SQL and performs real-time sales forecasting.
DreamShaper Interactive Workbench
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Developed a real-time generative prototyping tool mirroring Adobe Firefly, optimizing Stable Diffusion to <1.2s latency using Latent Consistency Models.
publications
A Novel Transfer Learning based CNN Model for Wildfire Susceptibility Prediction
Published in 2024 5th IEEE International Conference for Emerging Technology (INCET), 2024
A transfer learning approach using a three-layered pyramid structure on satellite imagery, achieving 96.5% accuracy in wildfire risk assessment.
Recommended citation: O. Oak, R. Nazre, S. Naigaonkar, S. Sawant, A. Joshi. (2024). "A Novel Transfer Learning based CNN Model for Wildfire Susceptibility Prediction." IEEE INCET 2024.
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A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection
Published in 2024 Asian Conference on Intelligent Technologies (ACOIT), 2024
Benchmarking four semantic segmentation models (U-Net, LinkNet, PSPNet, FPN) for landslide detection; LinkNet achieved the best performance with 97.49% accuracy.
Recommended citation: O. Oak, R. Nazre, S. Naigaonkar, S. Sawant, H. Vaidya. (2024). "A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection." IEEE ACOIT 2024.
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A Novel Multivariate Bi-LSTM Model for Short-Term Equity Price Forecasting
Published in 2024 5th IEEE Global Conference for Advancement in Technology (GCAT), 2024
A Bidirectional Multivariate LSTM model for short-term stock prediction, achieving an R2 score of 99.47% by integrating technical indicators like Bollinger Bands and EMA.
Recommended citation: O. Oak, R. Nazre, R. Budke, Y. Mahatekar. (2024). "A Novel Multivariate Bi-LSTM Model for Short-Term Equity Price Forecasting." IEEE GCAT 2024.
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A Temporal Convolutional Network-based Approach for Network Intrusion Detection
Published in 2024 International Conference on Integrated Intelligence and Communication Systems (ICIICS), 2024
A TCN model with residual blocks and dilated convolutions for network traffic analysis, achieving 96.72% accuracy on the Edge-IIoTset dataset.
Recommended citation: R. Nazre, R. Budke, O. Oak, S. Sawant, A. Joshi. (2024). "A Temporal Convolutional Network-based Approach for Network Intrusion Detection." IEEE ICIICS 2024.
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talks
Talk 1 on Relevant Topic in Your Field
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This is a description of your talk, which is a markdown file that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.