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aksingh570/README.md

Hi πŸ‘‹, I'm Ankita a AI and ML Engineer πŸ”₯

πŸ€– Making AI so smart, it might take my job someday.

github-snake

πŸš€ Languages and Tools I Use

c java python tensorflow pytorch pandas seaborn opencv scikit_learn mysql aws illustrator photoshop linux git

⚑️ Where to find me

Discord Twitter LinkedIn

aksingh570

πŸš€ Ankita Singh | AI/ML & LLM Researcher

πŸ”Ή Passionate AI/ML Developer | LLM Enthusiast | Generative AI | Deep Learning
πŸ”Ή Exploring the cutting edge of AI with Large Language Models & Computer Vision


##🧠 Currently Working On:

  • πŸ— **Large Language Models (LLMs): Fine-tuning GPT-2 for text generation, exploring transformer-based architectures.

  • 🎯 **Image Recognition & Face Recognition: Built EfficientNet models (B0, B4, B7) for a face recognition attendance system.

  • πŸ” **Image Steganography: AI-powered techniques for secure data hiding & privacy-preserving communication.

  • πŸ“Š **Kaggle Competitions: Participating in Playground Series S4E11 (mental health analysis).


πŸ”¬ Research & Development:

  • πŸ†** Deep Learning Architectures: Exploring advanced architectures like EfficientNet, Inception-ResNet-v2, and Vision Transformers to improve accuracy and performance in image classification tasks.

  • 🎯 **Computer Vision & Object Detection: Implemented object detection models such as YOLOv5 and EfficientDet for real-time applications, including assistive technologies and smart surveillance.

  • πŸ€– **Generative AI & NLP: Gaining hands-on experience in fine-tuning GPT-2 and building custom transformer models for conversational AI, chatbots, and content generation tools.

  • πŸ›‘ **Cybersecurity & Malware Detection: Designing a deep learning-based malware detection system focused on classifying Android malware, especially Trojans, using behavior-based and static features.


πŸ“š Currently Learning & Exploring:

  • ⚑**PyTorch & TensorFlow (tf_keras): Advancing model training using custom loops, quantization, and deployment optimization.

  • 🧠 **LLMs & Prompt Engineering: Exploring instruction tuning, few-shot learning, and real-world LLM applications.

  • πŸ“ **Advanced NLP Techniques: Training transformers for text summarization, question answering, and dialogue systems.


πŸ† My Achievements & Contributions:

-βœ… **Developed an AI-powered face recognition attendance system with real-time processing using EfficientNet. -βœ… **Built AI-enabled smart glasses with IoT, object detection, and real-time voice alerts for the visually impaired. -βœ… **Designed an NLP-based career assistance chatbot with intelligent query handling and mentor/job matching features. -βœ… **Achieved 92% accuracy with 40% faster inference in a facial emotion recognition system. -βœ… **Created a fake news detection model using NLP with 90% accuracy and real-time classification. -βœ… **Published research on AI-driven image steganography for secure data transmission and privacy protection. -βœ… **Coordinated university-level hackathons and tech innovation events as part of Team Tech Nova at Sharda University.


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