Senior AI/ML Engineer
1 week ago
Company Description
TuTeck Technologies is a global technology company that empowers enterprises to transform through data-driven insights and digital innovation. Leveraging a leadership team with over 500 years of combined experience, TuTeck delivers solutions in AI & ML Engineering, Data Management, Business Intelligence, and more. Operating from locations in London (UK), Kolkata (India), and Delaware (USA), TuTeck is home to a talented team of over 200 consultants. Recognized with the NASSCOM SME Inspire Award and certified for SOC Type2, ISO 9001:2015, and ISO 27001:2022, TuTeck maintains the highest standards of quality and innovation. Their solutions are designed to streamline operations, enhance customer experience, and drive business growth.
Role Description
We are looking for a highly skilled
Senior AI/ML Engineer
to lead the development of our next-generation intelligence platforms. In this role, you will bridge the gap between traditional predictive modeling and cutting-edge Generative AI. You will be responsible for the full lifecycle of ML development—from data pipeline construction and model training to deployment and monitoring.
Ideal candidates will have deep hands-on experience with major deep learning frameworks and a strong passion for integrating Large Language Models (LLMs) and Small Language Models (SLMs) using RAG architectures.
Key Responsibilities
1. Model Development & Engineering
- Design, build, and deploy robust machine learning models using
TensorFlow
,
PyTorch
, or
Keras
for
predictive analytics, classification,
and
computer vision/NLP tasks
. - Develop scalable data pipelines to pre-process, clean, and structure structured and unstructured data for model training.
2. Generative AI & RAG Implementation
- Architect and implement Retrieval-Augmented Generation (
RAG
) systems to ground LLM responses in proprietary company data. - Orchestrate complex LLM workflows using frameworks like
LangChain
or
LlamaIndex
. - Integrate third-party LLM APIs (OpenAI, Anthropic, Gemini) and open-source models (Llama 3, Mistral) into production applications.
3. Model Tuning & Optimization
- Fine-tune Small Language Models (SLMs) and LLMs for domain-specific tasks using techniques like LoRA, QLoRA, and PEFT to balance performance with computational efficiency.
- Optimize model inference latency and throughput for production environments (e.g., using ONNX, TensorRT).
4. MLOps & Deployment
- Collaborate with DevOps to containerize models (Docker/Kubernetes) and deploy them via
TorchServe
,
TensorFlow Serving,
or
Triton Inference Server
. - Implement experiment tracking and model registry workflows using
MLflow
or
Weights & Biases (W&B)
.
5. Technical Leadership
- Mentor junior developers and conduct code reviews.
- Translate complex business requirements into technical AI/ML specifications.
Required Qualifications
- Education:
Bachelor's or Master's degree in Computer Science, Data Science, Mathematics, or a related field. - Experience:
5–8 years of professional experience in Software Engineering with a specific focus on AI/ML. - Mastery of Python and strong familiarity with libraries such as
NumPy, Pandas,
and
Scikit-learn. - Extensive hands-on experience with
TensorFlow
(preferred) or
PyTorch
(Experience with
both
is a strong plus). - Strong knowledge of
Pattern Recognition
and
Neural Networks - Solid foundation in Computer Science and Algorithms
- Proficiency in Statistics and machine learning concepts
- Experience in deploying machine learning models in production environments
- Strong understanding of NLP techniques (T
okenization, Embeddings, Transformers, Attention Mechanisms
). - Proficiency in
SQL
and experience handling large datasets.
Preferred Experiences
- GenAI Stack:
Experience with frameworks like
LangChain, LlamaIndex, or Haystack. - Vector Databases:
Hands-on experience with vector stores such as
Pinecone, Milvus, Weaviate, ChromaDB
or
FAISS
. - Model Tuning:
Proven track record of fine-tuning open-source models (e.g., Hugging Face transformers) on custom datasets. - Cloud AI:
Experience with
AWS SageMaker, Azure AI Studio,
or
Google Vertex AI. - Big Data:
Experience handling large-scale datasets using
Apache Spark
or
Databricks
.
Soft Skills & Competencies
- Problem Solver:
Ability to break down ambiguous problems into solvable algorithmic components. - Continuous Learner:
The AI landscape changes weekly; you must demonstrate a hunger to keep up with the latest papers and techniques. - Communication:
Ability to explain complex model behaviors to non-technical stakeholders.
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