From bc50ab867bdf90b8c670b9cf312ce274a9de09a9 Mon Sep 17 00:00:00 2001
From: Umut YILDIRIM
- As a junior software developer, I am passionate about turning AI
- tools and research into practical, scalable software solutions. My
- focus is on implementing AI technologies efficiently and
- effectively, ensuring they serve real-world applications. My goal
- is to make advanced AI accessible and useful in various
+ As an ML engineer, I specialize in transforming cutting-edge AI
+ research into robust, production-ready systems. My expertise lies
+ in optimizing model performance, implementing efficient MLOps
+ pipelines, and leveraging cloud infrastructure to scale AI
+ solutions. I'm passionate about bridging the gap between academic
+ AI advancements and real-world applications, making powerful
+ machine learning models accessible and impactful across various
industries.
+ This paper investigates the RWKV model's efficacy in content
+ moderation through targeted experimentation. We introduce a novel
+ dataset specifically designed for distillation into smaller models,
+ enhancing content moderation practices. This comprehensive dataset
+ encompasses images, videos, sounds, and text data that present
+ societal challenges. Leveraging advanced Large Language Models (LLMs),
+ we generated an extensive set of responses -- 558,958 for text and
+ 83,625 for images -- to train and refine content moderation systems.
+ Our core experimentation involved fine-tuning the RWKV model,
+ capitalizing on its CPU-efficient architecture to address large-scale
+ content moderation tasks. By highlighting the dataset's potential for
+ knowledge distillation, this study not only demonstrates RWKV's
+ capability in improving the accuracy and efficiency of content
+ moderation systems but also paves the way for developing more compact,
+ resource-efficient models in this domain.
+
- The problem? Transformers Attention are reaching their limits.
- Competing on training with GPT-4 or BloombergGPT for finance is just unfeasible for
- startups or individuals, since costs are in the magnitude of millions.
- Fin-RWKV is a fine-tuned version of RWKV that was fine-tuned on the finance-alpaca dataset
- for a few dollars in a few hours. This can be used to answer user prompts along with real-time
- data aggregated by MindsDB, like OpenBB, vector DBs, or internal datasets.
-
- ☁️ I am passionate about cloud-native technologies and open
- source software.
- 🔥 I am a huge fan of Google Cloud Platform and Firebase.
-
- At the moment, I am working on a Firebase and Cloudflare
- project that I am very excited about.
+ 🥇 I'm currently working as a Machine Learning Engineer
+ at Medal.TV's{' '}
+ Highlight project.
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