Define and drive the
AI architecture and technical strategy
aligned with business goals.
Select the right
AI/ML frameworks, models, and tools
(e.g., TensorFlow, PyTorch, LangChain, OpenAI APIs).
Ensure AI solutions are
scalable, efficient, and ethical
in their application.

2. Hands-on AI & Software Development

Contribute to
core AI model development and deployment
.
Design and optimize
data pipelines
for model training and inference.
Integrate AI models with the
backend, APIs, and user-facing applications
.

3. AI Infrastructure & DevOps

Implement
MLOps
for continuous integration and deployment of AI models.
Manage cloud-based AI services (AWS SageMaker, GCP Vertex AI, Azure AI).
Ensure efficient
GPU/TPU utilization
for model training and inference.

4. Team Leadership & AI Engineering Mentorship

Mentor engineers on
AI best practices, model tuning, and algorithm selection
.
Conduct AI-focused
code reviews
and
model evaluations
.
Foster a
data-driven culture
and encourage innovation in AI applications.

5. Product & Business Alignment

Work closely with founders, product managers, and data scientists to
align AI capabilities with product vision
.
Evaluate AI use cases for improving
customer experience and operational efficiency
.
Balance innovation with
practical AI implementation
to avoid over-engineering.

6. Data Strategy & AI Model Governance

Define
data collection, annotation, and storage strategies
.
Ensure AI models comply with
data privacy laws (GDPR, CCPA)
.
Address issues like
AI bias, explainability, and fairness
.

7. AI Performance Optimization & Scalability

Optimize models for
low latency inference and real-time processing
.
Leverage techniques like
model compression, quantization, and pruning
to reduce costs.
Implement
A/B testing and monitoring
to continuously improve AI models.

8. AI Ethics & Responsible AI Development

Ensure AI solutions are
transparent, unbiased, and explainable
.
Mitigate risks associated with
hallucinations, data drift, and adversarial attacks
.
Stay updated with
ethical AI guidelines and emerging industry regulations
.

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