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Hi, I'm Bikash a Machine Learning Engineer who takes AI systems from prototype to production: fine-tuned LLMs, retrieval-augmented generation, inference APIs, and NLP/audio pipelines built to actually run in real applications, not just notebooks. I help businesses move from AI ideas to working software: training and fine-tuning models, building APIs, optimizing inference, integrating ML into applications, and deploying systems that are practical, reliable, and easy to maintain. What I can help you with: 1. LLM fine-tuning and retrieval-augmented generation (RAG) systems, with structured, citation-grounded outputs 2. Machine learning models for classification, prediction, scoring, and decision support Production ML workflows using Python, TensorFlow, PyTorch, Scikit-learn, FastAPI, Docker, and cloud deployment 3. NLP systems for summarization, translation, semantic search, recommendations, and text-to-speech 4. Audio AI systems, including sound classification, scoring logic, temporal smoothing, and lightweight inference APIs 5. Backend integration for ML products using REST APIs, FastAPI, Flask, databases, and cloud deployment What I've actually built: 1. Khabar AI: an end-to-end AI news platform using 36+ RSS sources, mBART summarization, English-to-Nepali translation, Qdrant semantic search, recommendations, newsletters, and Piper TTS. 2. MarketGyan: a Nepal-focused financial NLP system extending Khabar AI into Nepal Stock Exchange (NEPSE) market analysis. I built a 500-row bilingual benchmark and fine-tuned a Qwen3.5-9B LoRA adapter for structured, evidence-grounded extraction, reaching 1.000 structured-output validity and 0.796 relevance macro-F1, then deployed a retrieval-augmented generation runtime delivering cited, disclaimer-gated market answers. 3. Laughter Detection & Scoring System: a cloud-deployed audio classification API using YAMNet embeddings, TensorFlow Lite optimization, FastAPI, and Google Cloud Run. I built probability aggregation, temporal smoothing, and noise-aware thresholds, reaching 93.33% accuracy, 0.909 F1, 1.0 recall, and 0.95 balanced accuracy. 4. EEG Epilepsy Detection System: a deep learning signal-classification pipeline for EEG-based epilepsy detection, reaching 99.47% classification accuracy in academic evaluation. 5. Text-to-Speech System: a Nepali TTS project using Coqui TTS, Glow-TTS, HiFi-GAN, Gradio, and Librosa, reaching 4.07/5.0 MOS with about 2-second CPU inference per 10 words. I'm also currently a Research Intern at Kathmandu University's Information and Language Processing Research Lab (ILPRL), working on active learning and low-resource speech ASR so I stay current with the field, not just applied delivery work. Core skills and tech stack: Machine Learning: production ML, model serving, inference APIs, ML pipelines, deep learning, model evaluation, active learning AI/NLP/LLMs: semantic search, summarization, translation, speech synthesis, audio classification, LLM fine-tuning (LoRA), retrieval-augmented generation Frameworks: Python, TensorFlow, PyTorch, Scikit-learn, Keras, Pandas, NumPy, Librosa, XLM-R, Qwen Deployment: FastAPI, Flask, REST APIs, Docker, TFLite, Google Cloud Run, vLLM, Gradio, Git, Linux Databases and search: SQL, PostgreSQL, MongoDB, SQLite, Qdrant vector search Certifications: Google Cloud Computing Foundations, Dataquest Data Scientist in Python, Dataquest Deep Learning in TensorFlow I focus on clean code, clear communication, measurable results, and AI systems that can actually be integrated into real applications. I also have fluent English proficiency, with IELTS 7.0 / CEFR C1. If you need a Machine Learning Engineer who can turn your idea into a working model, API, or deployable AI system, send me a message and I'll help you plan the best approach.

🚀 Top Full-Stack Developer | Data Engineer | AI & LLM Specialist Django | Flask | React.js | Node.js | Redux | Apache | Nginx | AWS | Azure | Smart Contracts | Machine Learning | NLP | LangChain | AI Agents Let’s turn your business vision into powerful digital products. 👨‍💻 Quick Snapshot 6+ Years of hands-on experience in full-stack software engineering and data-driven AI solutions. Expert in building scalable web applications, training ML models, and deploying modern AI/LLM systems. Delivered high-impact products for startups, enterprises, and remote international teams. 🧠 What I Can Do For You 🌐 Full-Stack Development Frontend: React.js, Next.js, Vue.js, Redux, Styled Components, Material UI, Tailwind CSS, Bootstrap, Ant Design Backend: Django, Flask, FastAPI, Node.js, Express.js Languages: Python, JavaScript (ES6+), TypeScript, Java, C++ API Development: REST & GraphQL integration and custom API design Databases: PostgreSQL, MySQL, MongoDB, Redis ☁️ DevOps & Cloud AWS, Azure, GCP – deployment, CI/CD pipelines, containerization (Docker), monitoring & scaling Nginx / Apache configuration, server optimization, security hardening Agile workflows with Jira & version control with Git (GitHub, GitLab, Bitbucket) 🧠 AI / ML / LLMs / Data Machine Learning & Data Science: model building, data pipelines, predictive analytics LLM & Generative AI: LangChain, OpenAI APIs, Retrieval-Augmented Generation (RAG), AI Agents, embeddings, vector DBs Custom NLP solutions: text classification, summarization, Q&A systems Smart contract development & blockchain integration 🌟 Why Clients Choose Me ✅ Proven Remote Work Track Record — 3+ years with international teams ✅ Optimization Mindset — from code to deployment, I focus on performance & scalability ✅ Business-Driven Solutions — not just code, but value to your product & users ✅ Clean & Reviewed Code — rigorous self-review before every commit 🏆 Past Impact 🚀 Built a multi-vendor eCommerce platform empowering small businesses to scale online. ⚡ Reduced page load times from 50s to under 2s, increasing Google PageSpeed scores by 300%+. 🧾 Built a real-time billing system that boosted business efficiency by 50%. 🔌 Developed microservices for payments, order management, content systems, and robust web scraping APIs. 🧠 Implemented AI-powered product comparison systems and intelligent data pipelines. ✨ Let’s Build Something Amazing If you’re looking for a developer who blends deep technical expertise with real product impact, I’m ready to collaborate and deliver.

Hi! 👋 I’m an Economist and Data Science expert with over 3+ years of experience in Python, R, Stata, Excel (with macros), SQL, Social Science Research, Market Research, Machine Learning, Academic Writing and Proofreading. You’ve come to the right place for high quality research work, data cleaning, visualization, and academic writing. 🎖️ 3+ years of experience 🏆 Top-Rated Upwork talent 🥇 Economics & Data Science Expert 💯 100% Job Success Score ⭐️ All 5-star reviews ⏱️ 100+ hours worked 💼 10+ completed jobs ☑️ Identity verified 🚀 Think tanks, non-profits, and academia expertise I can help you clean real-world messy datasets, analyse them in your programming language of choice with machine learning tools, illustrated with stunning visualizations, insightful interpretation, and extensive report and/or academic writing. I have diverse expertise conducting research and data analysis in social sciences, applied mathematics, markets, and firms. I have worked with academic scholars, industry professionals, entrepreneurs, consultants, businesses, non-profit organizations, and think tanks. Here’s more on what I bring to the table: ✅ A deep understanding of the complete research cycle ranging from writing strong elaborate proposals to publication-ready manuscripts. ✅ Constant gauging of industry-relevant trends and mastery of modern tools ✅ A proven and reliable process to deliver tailored results with plenty of room for feedback and reiteration. Skills: ✅ Data Analytics: Python, R, SQL, SPSS, Excel (with macros), ArcGIS/QGIS ✅ Machine Learning: Libraries (Pandas, NumPy, Matplotlib, Seaborn, PyTorch, TensorFlow, Supervised & Unsupervised Learning) ✅ Fields: Economics, Political Science, Sociology, International Relations, Applied Mathematics, Statistics ✅ Academic Research: Literature Review, Problem/Hypothesis Scoping, Data Cleaning & Analysis, Reporting, Writing, Proofreading ✅ Non-Academic Research: Industry Standard Writing, Report Writing (for specific audiences), Presentation Formatting I can work independently with minimal supervision as well as in a team. I’m also able to work with flexible hours, constant availability, and across different timezones. Let’s connect to discuss how I can be of help to you. ✅ Hire me now or invite me to your job posting. ✅ Message me and tell me about your project. Looking forward to working for you! 🤝 Ashutosh G. Top Rated Freelancer

🔹 AI-Powered Solutions | Scalable Deployments | API Integrations | Data Engineering With 2+ years of experience in LLM deployments, 4+ years of experience in Generative AI solutions, 9+ years in API development, and data engineering, I specialize in building, optimizing, and deploying AI-driven applications that scale seamlessly. From high-performance APIs to AI-powered automation and cloud-native solutions, I deliver production-ready implementations that are efficient, secure, and scalable. 💡 How I Can Help You: ◉ PRODUCT DEVELOPMENT & API DESIGN ✅ FastAPI & Flask – High-performance Async API development ✅ Django – Secure, scalable web applications ✅ Google Analytics & BigQuery – Data tracking & insights ◉ LLM & GENERATIVE AI SOLUTIONS ✅ LLM Deployment – GPT, Retrieval Augmented Generation (RAG), Spark NLP ✅ AI Integrations – Text generation, Document AI, Entity Extraction ✅ Vector Databases – ChromaDB, ElasticSearch, MongoDB ◉ CLOUD Services & DEPLOYMENT ✅ AWS Bedrock and Sagemaker ✅ Docker & Linux – Containerized microservices, multi-stage builds ✅ Kubernetes & Orchestration – Scalable, resilient AI/ML workloads ✅ AWS Services & GCP – EC2, S3, ECS, Lambda, Datadog monitoring ◉ DOMAIN-SPECIFIC EXPERTISE ✅ US Healthcare Solutions – AI-driven analytics & automation 🔍 Looking for Long-Term Projects (~30 hrs/week) in My Expertise 🙋🏽 About Me I’m a full-time freelance developer from Nepal ⛰ with a passion for building scalable, maintainable, and production-ready solutions. Whether it's LLM deployments, cloud infrastructure, or API development, I bring efficiency and expertise to every project. Let’s create something amazing together! Message me to discuss your project. 🚀

Do you need someone to build data processes and applications for driving your business forward? What I can do? - Process your raw data and present it in a meaningful way - this could be either be output from a machine learning pipeline or BI dashboard or intermediate table for you to work with. - Migrate your data in your desired output following data security protocols and optimization techniques. - Architect your data flow and it’s processing as per your business needs. - Create new channels to update your existing systems with insights and KPIs derived from BI Projects. - Suggest the best course of action for your data processes moving forward - Suggest new possible revenue sources or cost reductions. - Document your existing system or that is developed by me translating technical concepts into understandable terms for non-technical stakeholders translating technical concepts. I feel comfortable with most modern tech stack but following are the technologies I have used in the past for various projects: LANGUAGE: Python, C, C++, Java, R, SQL LIBRARIES: Pyspark, Kafka, Pandas, Numpy WEB DEV: Django, Flask, Bootstrap, APIs, Authentication, FastAPI ETL: AWS Glue, DMS, SCT, Talend, AirByte, MuleSoft, Airflow, DBT, MS SSIS DATAWAREHOUSE: Snowflake, AWS Redshift, Google BigQuery, Azure Synapse, Teradata, Databricks BI & ANALYTICS: Plotly-Dash, Streamlit, PowerBI, Tableau, Qlik, Data Studio, Quicksight DATABASE: Amazon RDS, Postgres, MSSQLServer, MYSQL, SQLITE, MongoDB, DynamoDB, Aurora, Cassandra, Stored Procedures CLOUD: AWS, AZURE, GCP, VPC, IAM VERSION CONTROL: GIT, GitHub, Bit Bucket, AWS CodeCommit SCRAPPING: Selenium, Beautiful Soup PROJECT MANAGEMENT: Jira, Redmine CONTAINER: Docker CRM SAAS: Hubspot, GoHighLevel, Salesforce Support Platforms: Zendesk, Intercom Want to discuss about your project? Please drop me a message. Thank you so much for considering my profile. Sincerely, ShusantS

Aspiring Data Scientist | Python, SQL, Machine Learning | Real-World Projects & Blockchain Integration I’m an aspiring data scientist currently pursuing a Bachelor’s in Computer and Data Science at Sunway College. With strong skills in Python, SQL, and tools like Pandas, NumPy, Matplotlib, and Seaborn, I’ve built end-to-end projects such as a Smart Trolley IoT system, Coffee Sales dashboard, and a comprehensive Sleep Health and Lifestyle analysis. My professional experience as a Junior Blockchain Developer has allowed me to blend AI with secure technologies—developing smart contracts, NLP-driven verification systems, and predictive models integrated with Hyperledger and TensorFlow. I’ve also competed in multiple Kaggle challenges and completed certifications from Datacamp, IBM, and Coursera. I’m passionate about applying data science to solve real-world problems—whether it’s analytics, machine learning, or custom deep learning models. Let’s build something impactful together.