AI Leader and Visionary Innovator
Transforming Businesses with Cutting-Edge AI Solutions
Welcome! I'm Harsh Singhal, an AI leader and innovator with over 16 years of experience driving transformative change in the tech industry. My passion lies in leveraging advanced AI and Machine Learning technologies to solve complex business challenges and create impactful solutions.
Throughout my career, I've led groundbreaking projects at global tech giants like Netflix, LinkedIn, and Koo. At Netflix, I pioneered the development of sophisticated data pipelines and analytics systems that safeguarded user accounts and enhanced security. At Koo, I built and scaled the Machine Learning team from the ground up, delivering AI-powered features that revolutionized user engagement and personalization.
What truly defines me is my ability to bridge complex AI technologies with real-world business applications. I excel at assembling and leading high-performance teams, fostering innovation, and delivering AI solutions that drive measurable success.
As a thought leader and speaker, I am committed to sharing knowledge and inspiring others about the limitless possibilities of AI and Machine Learning. I collaborate with organizations to develop customized AI strategies that propel growth and innovation.
Beyond my professional endeavors, I am an avid technologist, mentor, and contributor to the AI community. I believe in continuous learning and staying at the forefront of technological advancements to deliver the best solutions to the challenges of tomorrow.
Let's connect to explore how we can collaborate and harness the power of AI to transform your business.
Over the past 16 years, I have been at the forefront of AI and Machine Learning, contributing to diverse projects across leading organizations. Here's a snapshot of my journey:
At Koo, I founded and led the Machine Learning team, growing it from inception to a robust team of 20 engineers. We delivered cutting-edge AI features like Semantic Search, Multilingual Topics, and Personalized Feed Ranking, significantly enhancing user engagement and platform personalization.
At Netflix, I led initiatives to combat account security threats by developing advanced DS/ML solutions to detect and mitigate Account Takeover attempts. I designed comprehensive tooling and analytics systems to monitor model performance and enhance user security.
At LinkedIn, I focused on developing quantitative methods to enhance anti-abuse models and reduce data risk exposure for members. Collaborating across Product, Legal, and AI teams, I contributed to the development of strategies that significantly improved platform integrity and user trust.
I implemented an innovative product recommendation system with explainable AI features. This tool empowered sales teams with actionable insights and key talking points, enhancing customer engagement and driving sales growth.
In addition to these roles, I've consulted for startups, tackling complex ML challenges and building proficient teams. My extensive experience enables me to deliver unparalleled insights and solutions that drive business success.
Master of Science in Industrial & Systems Engineering
My master's thesis focused on information retrieval using linear programming models. Read the full dissertation here.
During my time at Rutgers, I developed a proprietary text mining algorithm for a major networking hardware enterprise in San Francisco and engaged in cross-disciplinary research involving Input/Output models and Iterative Proportional Fitting algorithms.
I also served as a Teaching Assistant for the Manufacturing Processes course, contributing to the education of future engineers.
Bachelor of Engineering in Industrial Engineering & Management
My work has been recognized in various publications:
An article highlighting my work on implementing multilingual topics in Koo, empowering millions of non-English speakers to connect and express themselves.
Read MoreI shared insights on the challenges and opportunities of NLP technologies for Indian languages during a panel discussion organized by the Government of India.
Read MoreMy commitment to innovation is reflected in the following patents and publications:
US 62/630880 · Filed Feb 15, 2018
US 62/150215 · Filed Apr 20, 2015
US 20120130771 · Filed Jun 15, 2011
IEEE Systems, Man, and Cybernetics Society · Feb 5, 2010
I develop AI tools that showcase the potential of Large Language Models (LLMs) and enhance user interaction with AI technologies:
FastIQ is a browser-based tool that allows you to manage and utilize prompt templates for LLMs like ChatGPT and Bard. It ensures privacy by sending queries directly from your browser to the LLM provider without any server intermediaries.
Deploy your own version easily by hosting the index.html
file on platforms like Netlify and use your own API keys from providers like Anyscale, TogetherAI, Groq, and OpenAI.
AWSChat is a retrieval augmented prompting tool integrating LangChain middleware. It leverages over 400 public case studies and blogs to provide a product Q&A tool, helping users learn more about AWS offerings.
Contact me if you're interested in building custom applications using your internal data assets and LLMs like ChatGPT.
Watch Demo VideoI have developed AI products across various domains, including Finance and Drug Development:
Extract insights from financial reports instantly. Dafinchi.ai harnesses AI to unlock valuable information within financial documents, empowering businesses and individuals to analyze complex financial reports effortlessly.
Molecule Search AI is designed for drug development, biotechnology, and chemical research. It uses advanced molecular fingerprinting algorithms to match input SMILES strings with a vast database of molecular structures and their patent appearances.
"Build a RAG App 0 to 1"
Learn how to use SQLite for your database, Annoy as a vector index, and FastAPI for your backend service. Deploy with Docker and go from zero to one.
Read eBook"How to Build a Data Product for People Who Own a Keyboard"
Discover my unique approach to building data products, whether you're just starting out or are a seasoned professional in the tech industry.
Read eBookI founded DataScience.fm, an online forum for passionate students and professionals to publish deeply technical articles on Data Science, Machine Learning, and AI.
At DataScience.fm, you can explore a wide range of articles written by data scientists, researchers, and students. The platform provides a space for learners and practitioners to share their work, discuss emerging trends, and collaborate on projects that push the boundaries of AI and Data Science.
Join the conversation and contribute your own insights by visiting DataScience.fm.
I share engaging content on AI, Data Science, and Machine Learning on my YouTube channel, offering tutorials, project walkthroughs, and discussions on technology trends.
On my channel, @HiHarshSinghal, I break down complex concepts into accessible lessons. Whether you're an aspiring data scientist or a seasoned professional, you'll find valuable insights into AI, ML, and technical problem-solving.
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Visit my YouTube ChannelWith over 16 years of experience in AI and ML, I help businesses unlock the potential of these transformative technologies. My consulting services are tailored to address the unique needs and challenges of your organization.
I offer strategic guidance on leveraging LLMs like ChatGPT and GPT-4 to enhance your products, build innovative applications, or augment customer support with conversational AI. Services include strategy planning, model selection, integration assistance, and staff training.
I help organizations construct effective MLE teams by offering innovative hiring strategies, creating career progression paths, and providing best practices for managing both on-site and remote teams.
Drawing from experience at Netflix, LinkedIn, and Koo, I offer consulting services to develop AI strategies that optimize user experiences, increase engagement, and boost security measures through recommendation systems, content ranking, and anti-abuse models.
I provide guidance on implementing and managing MLOps with technologies like Uber’s Ludwig, MLFlow, BentoML, ONNX, and Milvus, ensuring efficient workflows from model training to deployment.
I help build scalable, secure, and cost-efficient AI infrastructure across cloud platforms like AWS, GCP, and Azure, optimizing resource management and setting up containerized AI workflows.
I assist creative professionals in leveraging generative AI models for text, image, and video generation, enabling innovation in art, design, and entertainment industries.
Let's work together to unlock the potential of AI and ML for your business.
I offer a range of services to help academic institutions and professionals stay at the forefront of AI and ML advancements:
Engaging sessions covering various AI and ML topics, designed to stimulate intellectual curiosity and practical learning.
Programs aimed at updating faculty with the latest advancements in AI and ML, enhancing their teaching methodologies.
Facilitating collaborations, internships, and live projects to offer students real-world exposure and practical experience.
Expert consultation to help institutions create and update curriculums, ensuring students learn the most relevant skills.
Together, we can equip the next generation of innovators and thought leaders in AI and Machine Learning.