Soumili Jana Ghosh
Open to work1 years experienceAI Developer
AI Developer Intern specializing in LLMs, Transformers, NLP & GCP-Based AI Agent Development.
Standing Rank
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Developer Badges
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Skills & Technologies
37 skillsWork Experience
AI Developer (Intern)
INI8 Labs Private Limited
- Built custom AI agents using Google ADK on GCP. Developed no-code/low-code agents with Gemini Enterprise UI and GCP Agent Garden. Integrated MCP servers for tool interoperability.
- Integrated Gemini Enterprise, Vertex AI, and Vertex AI Search with Gmail, Drive, Jira, and Confluence via connectors, unifying search across four previously siloed enterprise tools.
- Built an ADK-based AI agent to integrate Slack with Gemini Enterprise for automated messaging, removing a manual notification step.
- Built and experimented with Transformer architectures and GPT-style models, implementing tokenization, self-attention, and core architectural components.
- Gained hands-on experience across the LLM lifecycle: preprocessing, pre-training, fine-tuning (SFT), evaluation, and distributed training (DDP).
- Applied optimization techniques such as QLoRA, INT8 quantization, and vLLM to reduce model memory footprint and improve inference speed.
- Developed a GPT-style autoregressive model from scratch, experimenting with KV Cache, GQA, and SwiGLU vs. GELU activations.
AI/ML Developer (Freelance)
Freelance AI/ML Developer
- Built a two-stage computer vision pipeline using YOLOv8 for insect detection in field images and YOLOv8x-cls for species classification, combining object detection and image classification end-to-end.
Assistant Manager
Axis Bank
- Supported business operations through data analysis and monthly Excel-based reporting, translating customer trends into recommendations that improved customer experience.
Projects
Multilingual Voice-Cloning Pipeline Benchmark
- Evaluated XTTS-v2, Chatterbox-ML, and MMS-TTS across English, Arabic, Hindi, and Bengali — measuring WER, RTF, speaker similarity, and MOS to identify per-language model recommendations.
Snowflake Authorization Agent (Vertex AI + Gemini Enterprise)
- Built on Vertex AI and integrated with Gemini Enterprise UI, removing the need for SQL access so any non-technical user can securely fetch data via natural language.
Enterprise Platform Integrations
- Connected Google Workspace (Gmail, Calendar, Drive) and six third-party platforms (Jira, Confluence, GitHub, Slack, Salesforce, Zendesk) into Gemini Enterprise, consolidating search across previously disconnected systems.
No-Code Marketing Automation Agent (Gemini Enterprise Agent Designer)
- Checks Google Workspace and Jira for weekly updates and auto-sends a status email every Monday morning, replacing a manual reporting process.
No-Code HR Ops Agent (Gemini Enterprise Agent Designer)
- Monitors HR docs in Drive and Slack's HR channel and answers employee HR queries instantly via Gemini Enterprise UI, removing wait time and freeing up HR bandwidth.
Insect Detection and Classification
- Developed a two-stage detection pipeline using YOLOv8 to identify and localize insects in field images, followed by a ResNet18 classification model to predict species from cropped detections — combining object detection and image classification end-to-end.
Large Language Model Development
- Built a GPT-style LLM in PyTorch, implementing tokenization and embedding layers end-to-end to validate core LLM concepts hands-on.
Kaggle Projects
- House Price Prediction, Titanic Survival Prediction, and Rainfall Prediction — built and compared ML models across regression and classification tasks.
Leaderboard Standings
Leaderboard Position Pending
Global test scores, peer standing percentiles, and algorithm leaderboard ranks are updated dynamically.
Assessment Highlights
Assessments Not Completed
Coding evaluations, system assessment results, and conceptual score badges will appear here after taking a test.
AI Collaboration Score
AI Collaboration Score Pending
Developer coding behavior, assistant cooperation, and AI pair-programming indicators are evaluated during live coding sessions.
Role Compatibility Profile
Role Compatibility Analysis Pending
Custom matching reports, candidate role compatibility percentiles, and core engineer strength profiles are processed once conceptual code screenings are complete.
Achievements
Achievements Not Earned
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About Details
Professional Bio
AI Developer with hands-on experience in Transformer-based models and LLM workflows, Python, NLP, and deep learning. Experienced in building AI agents on GCP using Google ADK, Gemini, and Vertex AI, with a strong interest in developing LLM-based applications and real-world AI solutions.
Master of Science in Applied Mathematics
Techno India University, Kolkata (2019 - 2021)
Bachelor of Science in Mathematics
Vidyasagar University, West Bengal (2016 - 2019)
Bachelor in Education in Education
WBUTTEPA, West Bengal (2021 - 2023)