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Job Title: Optimization Scientist – Route & Inventory Optimization (OR & RL)

Location: Hyderabad (On-site)

Experience Required: 1+ year

Company Overview:

We are a leading AI-driven supply chain solutions company focused on transforming retail, FMCG, and logistics through cutting-edge technologies in machine learning, operations research, and reinforcement learning. Our mission is to build intelligent systems that enhance decision-making and automate processes across forecasting, inventory, and transportation.

Internship Overview:

We are seeking a passionate and motivated AI/ML Intern to support the development of intelligent optimization systems for route planning and inventory allocation. You will work alongside experienced scientists and engineers, gaining hands-on experience in applying machine learning, reinforcement learning, and operations research to real-world logistics challenges.

Key Responsibilities:

🔹 Assist in Route Optimization Projects:

• Support in modeling and solving simplified versions of Vehicle Routing Problems (VRP) under guidance.
• Work with Python libraries like Pyomo or OR-Tools to prototype optimization solutions.
• Explore reinforcement learning methods (e.g., DQN, PPO) for dynamic routing decisions under uncertainty.

🔹 Support Inventory Optimization Efforts:

• Learn to model multi-echelon inventory systems using basic OR and simulation techniques.
• Analyze historical data to understand stock levels, service times, and demand variability.
• Help design experiments to evaluate replenishment strategies and stocking policies.

🔹 Contribute to AI-Driven Decision Systems:

• Assist in integrating ML forecasting models with optimization pipelines.
• Participate in the development or testing of simulation environments for training RL agents.
• Collaborate with the team to evaluate model performance using historical or synthetic datasets.

Required Qualifications:

• Currently pursuing or recently completed a degree in Computer Science, Data Science, Operations Research, Industrial Engineering, or related field.
• Good understanding of Python and key libraries (NumPy, Pandas, Matplotlib, Scikit-learn).
• Familiarity with basic optimization concepts (LP/MILP) and libraries like OR-Tools or Gurobi (student license).
• Basic knowledge of reinforcement learning frameworks (OpenAI Gym, Stable-Baselines3) is a plus.
• Strong problem-solving skills and willingness to learn advanced AI/OR techniques.

What You’ll Gain:

• Hands-on exposure to real-world AI and optimization use cases in logistics and supply chain.
• Mentorship from experienced scientists in OR, ML, and RL.
• Experience working in a fast-paced, applied research environment.
• Opportunity to convert to a full-time role based on performance and business needs.

About WINIT:

WINIT is a pioneer in mobile Sales Force Automation (mSFA) with over 25 years of experience. We serve more than 600 global enterprises, helping them enhance efficiency, streamline logistics, and leverage AI/ML to optimize sales operations. With a commitment to innovation and global support, WINIT continues to lead digital transformation in sales.

About National Aircon:

National Aircon is a Hyderabad-based HVAC turnkey solutions provider with over 19 years of industry expertise. We offer end-to-end air conditioning solutions from conceptualization to commissioning for mid- to large-scale projects across healthcare, IT, pharma, and commercial sectors.

Job Summary:

The Senior Accountant will oversee the complete accounting cycle including financial reporting, statutory compliance, vendor and customer accounts, taxation (GST, TDS, Income Tax), and internal controls. The ideal candidate will have a strong understanding of financial regulations, attention to detail, and experience in project-based accounting.

Key Responsibilities:

• Manage day-to-day accounting operations including journal entries, ledger maintenance, and reconciliations.
• Prepare monthly, quarterly, and annual financial statements and MIS reports.
• Handle GST filings, TDS returns, and ensure timely statutory compliance.
• Monitor receivables and payables, coordinate with the sales and procurement teams for accurate billing and vendor settlements.
• Track project-wise revenue and cost, and support with work-in-progress (WIP) accounting.
• Liaise with auditors, banks, and government authorities for audits, loans, and compliance matters.
• Assist management with budgeting, cash flow forecasting, and variance analysis.
• Implement and improve internal controls and accounting processes.
• Support payroll processing, PF/ESI filings, and other HR-related statutory compliance as needed.

Required Skills and Qualifications:

• Bachelor’s degree in Commerce or Finance (M.Com / CA Inter preferred).
• Minimum 5–7 years of experience in accounting, preferably in a contracting or project-based industry.
• Strong knowledge of Tally Prime, MS Excel, and statutory compliance (GST, TDS, etc.).
• Experience in handling project accounting, reconciliations, and financial reporting.
• Ability to work independently, manage deadlines, and handle multiple tasks.
• Good communication and coordination skills with internal departments and external stakeholders.

Preferred Qualifications:

• Experience in HVAC, MEP, construction, or turnkey project companies.
• Familiarity with ZOHO Books or other ERP/accounting software.

Compensation:

Commensurate with experience and industry standards.

Roles and Responsibilities

Financial Controller

1. Leadership and Strategic Planning: Collaborating with senior leadership on

strategic initiatives and providing financial insights

2. Budgeting and Forecasting: Leading the budgeting and forecasting process to

provide accurate financial projections.

3. Cost Control: Implementing/ identify measures to control costs and improve

profitability

4. Team Management: Leading and developing a team to ensure effective

performance and goals achievement

5. Risk Management: Identifying financial risks and implementing strategies to

mitigate them.

6. Hands on experience of fundraising from Institutional Investors and closely

monitor the due diligence process for fundraising.

7. Liaising with financial institutions, regulatory authorities, and other agencies

8. Dealing with Investment Bankers, NBFC, Rating Agencies and Govt authorities

9. Raising long term Debt and short-term funding

10. Interacting with Strategic investor, Private Equity, FIs and NBFCs

Chief Compliance Officer

11. Ensuring compliance with secretarial related matters under Companies Act 2013.

12. Liaison with Stock Exchanges, SEBI and other regulatory authorities and look

after yearly/half yearly returns, audit reports, SEBI enhanced supervision data

and other periodic compliances.

13. Handling of periodic and event-based compliances of Stock Broking, DP, Merchant

Banking, PMS and Market Making. Ensuring timely & accurate regulatory

submission to exchanges, Depositories, various PMS submission etc.

14. Review and defining processes for implementation of various circulars issued by

Exchanges, Depositories, SEBI etc.

15. Query handling in relation to regulatory area of SEBI, Exchanges & Depositories.

16. Handling regulatory & exchange inspections, if any.

17. Assist the Senior Management in overseeing the implementation of the

Compliance Policy, internal codes of conduct, prescriptions in compliance

manuals, etc.

18. Drafting of Annual Report sections relating to secretarial and legal compliances

under Companies Act.

At Livello we building machine-learning-based demand forecasting tools as well as computer-vision-based multi-camera product recognition solutions that detects people and products to track the inserted/removed items on shelves based on the hand movement of users. We are building models to determine real-time inventory levels, user behaviour as well as predicting how much of each product needs to be reordered so that the right products are delivered to the right locations at the right time, to fulfil customer demand.

Responsibilities

• Lead the CV and DS Team
• Work in the area of Computer Vision and Machine Learning, with focus on product (primarily food) and people recognition (position, movement, age, gender, DSGVO compliant).
• Your work will include formulation and development of a Machine Learning models to solve the underlying problem.
• You help build our smart supply chain system, keep up to date with the latest algorithmic improvements in forecasting and predictive areas, challenge the status quo
• Statistical data modelling and machine learning research.
• Conceptualize, implement and evaluate algorithmic solutions for supply forecasting, inventory optimization, predicting sales, and automating business processes
• Conduct applied research to model complex dependencies, statistical inference and predictive modelling
• Technological conception, design and implementation of new features
• Quality assurance of the software through planning, creation and execution of tests
• Work with a cross-functional team to define, build, test, and deploy applications

Requirements:

• Master/PHD in Mathematics, Statistics, Engineering, Econometrics, Computer Science or any related fields.
• 3-4 years of experience with computer vision and data science.
• Relevant Data Science experience, deep technical background in applied data science (machine learning algorithms, statistical analysis, predictive modelling, forecasting, Bayesian methods, optimization techniques).
• Experience building production-quality and well-engineered Computer Vision and Data Science products.
• Experience in image processing, algorithms and neural networks.
• Knowledge of the tools, libraries and cloud services for Data Science. Ideally Google Cloud Platform
• Solid Python engineering skills and experience with Python, Tensorflow, Docker
• Cooperative and independent work, analytical mindset, and willingness to take responsibility
• Fluency in English, both written and spoken.