performance Testing

🎯 Ideal Candidate Profile:

This role requires a seasoned engineer/scientist with a strong academic background from a premier institution and significant hands-on experience in deep learning (specifically image processing) within a hardware or product manufacturing environment.

📋 Must-Have Requirements:

Experience & Education Combinations:

Candidates must meet one of the following criteria:

• Doctorate (PhD) + 2 years of related work experience
• Master's Degree + 5 years of related work experience
• Bachelor's Degree + 7 years of related work experience

Technical Skills:

• Minimum 5 years of hands-on experience in all of the following:
• Python
• Deep Learning (DL)
• Machine Learning (ML)
• Algorithm Development
• Image Processing
• 3.5 to 4 years of strong proficiency with PyTorch OR TensorFlow / Keras.

Industry & Institute:

• Education: Must be from a premier institute (IIT, IISC, IIIT, NIT, BITS) or a recognized regional tier 1 college.
• Industry: Current or past experience in a Product, Semiconductor, or Hardware Manufacturing company is mandatory.
• Preference: Candidates from engineering product companies are strongly preferred.

ℹ️ Additional Role Details:

• Interview Process: 3 technical rounds followed by 1 HR round.
• Work Model: Hybrid (requiring 3 days per week in the office).

Based on the job description you provided, here is a detailed breakdown of the Required Skills and Qualifications for this AI/ML/LLM role, formatted for clarity.

📝 Required Skills and Competencies:

💻 Programming & ML Prototyping:

• Strong Proficiency: Python, Data Structures, and Algorithms.
• Hands-on Experience: NumPy, Pandas, Scikit-learn (for ML prototyping).

🤖 Machine Learning Frameworks:

• Core Concepts: Solid understanding of:
• Supervised/Unsupervised Learning
• Regularization
• Feature Engineering
• Model Selection
• Cross-Validation
• Ensemble Methods: Experience with models like XGBoost and LightGBM.

🧠 Deep Learning Techniques:

• Frameworks: Proficiency with PyTorch OR TensorFlow / Keras.
• Architectures: Knowledge of:
• Convolutional Neural Networks (CNNs)
• Recurrent Neural Networks (RNNs)
• Long Short-Term Memory networks (LSTMs)
• Transformers
• Attention Mechanisms
• Optimization: Familiarity with optimization techniques (e.g., Adam, SGD), Dropout, and Batch Normalization.

💬 LLMs & RAG (Retrieval-Augmented Generation):

• Hugging Face: Experience with the Transformers library (tokenizers, embeddings, model fine-tuning).
• Vector Databases: Familiarity with Milvus, FAISS, Pinecone, or ElasticSearch.
• Advanced Techniques: Proficiency in:
• Prompt Engineering
• Function/Tool Calling
• JSON Schema Outputs

🛠️ Data & Tools:

• Data Management: SQL fundamentals; exposure to data wrangling and pipelines.
• Tools: Experience with Git/GitHub, Jupyter, and basic Docker.

🎓 Minimum Qualifications (Experience & Education Combinations):

Candidates must have experience building AI systems/solutions with Machine Learning, Deep Learning, and LLMs, meeting one of the following criteria:

• Doctorate (Academic) Degree + 2 years of related work experience.
• Master's Level Degree + 5 years of related work experience.
• Bachelor's Level Degree + 7 years of related work experience.

⭐ Preferred Traits and Mindset:

• Academic Foundation: Solid academic background with strong applied ML/DL exposure.
• Curiosity: Eagerness to learn cutting-edge AI and willingness to experiment.
• Communication: Clear communicator who can explain ML/LLM trade-offs simply.
• Ownership: Strong problem-solving and ownership mindset.

PHP Developer Responsibilities:

• Conducting analysis of website and application requirements.
• Writing back-end code and building efficient PHP modules.
• Developing back-end portals with an optimized database.
• Troubleshooting application and code issues.
• Integrating data storage solutions.
• Responding to integration requests from front-end developers.
• Finalizing back-end features and testing web applications.
• Updating and altering application features to enhance performance.

PHP Developer Requirements:

• Bachelor’s degree in computer science or a similar field.
• Knowledge of PHP web frameworks including Laravel, MySQL, API Development, OAuth, JWT, Git.
• Understanding of object-oriented PHP programming.
• Previous experience creating scalable applications.
• Proficient with code versioning tools including Git.
• Familiarity with MySQL databases.
• Ability to project manage.
• Good problem-solving skills.

1. 4 plus years of experience in Java development.

2. Good communication skills are mandatory.

3. Spring boot , microservices , AWS , multithreading , GIT mandatory.

4. Angular or React is mandatory 

5. Joining within 2 weeks 

6. Location : Pune , Working from client location i.e at D.P.Road ( very near to Metro station ). Another location is Indore ( if available)

7. Permanent position with Prismatic .

8. Product development exposure and latest technology exposure . Prospects of international travel for the bright candidate.

Executive - AR:-

 • Average ability on calling, spoken and written English with moderate medical billing knowledge. 

• Should be able to work independently with minimal supervision, on moderate and complex tasks with guidance from supervisors 

• Should be a team player and collaborate in solving the issues and problems. 

Roles & Responsibilities: 

• Ability to talk to insurance companies & check online for outstanding payments and document the conversation/ findings on patient account and assigned WP as per the standardization protocol with required accuracy. 

• Willingness to work in the night shift 

• Meet Compliance requirements like HIPPA etc. 

• Meet QMS and ISMS requirements 

• Meet productivity and quality standards.

Sr. Executive - AR:-

• Above average calling, spoken and written English skills, high medical billing knowledge 

• Should work independently, and with minimal supervision, on complex tasks with guidance from supervisors 

• Should be a team player and collaborate in solving the issues 

Roles & Responsibilities: 

• Ability to analyze a claim and talk to insurance companies & check online for outstanding payments and take necessary action, so that the claim is closed 

• Mentor and guide team members 

• Willing to work in Night shifts 

• Ensure required quality standards.

Analyst - AR:-

• Offers solutions, suggestions & improvements and also help on client specific reports to their immediate supervisor 

• Should be a team player, mentor the trainees and collaborate in solving the issues and problems 

Roles & Responsibilities: 

• Should have the ability to identify global issues, root cause of the problem and take corrective and systemic actions. 

• Ensure required quality standards. 

• Clear the rejections 

• Check whether the response is received in a timely manner 

• Check process dashboard on time; if any rejection found 

• Generate Insurance Collection summary report grouping by Insurance and sub-grouping. 

• Work on the denial bucket claims 

• Resolve the denied claims 

Sr. Analyst - AR:-

• Capable of handling minimum team of 5-10 

• Identify the global issues proactively and offer resolutions and recommendation to eradicate from reoccurring. 

• Should be able to mentor the team members 

• Ability to generate client specific reports and assist immediate supervisor on day to day operational needs. 

• Exceed individual productivity and quality standards as per org policy. 

• Assist team to achieve the minimum productivity and quality benchmark. 

• Should be a team player and collaborate in solving the issues and problems. 

Roles & Responsibilities: 

• Should have the ability to identify global issues, root cause of the problem and take corrective and systemic actions. 

• Ensure required quality standards. 

• Clear the rejections 

• Check whether the response is received in a timely manner 

• Check process dashboard on time; if any rejection found 

• Generate Insurance Collection summary report grouping by Insurance and sub-grouping. 

• Work on the denial bucket claims 

• Review EOB, post the denials and take appropriate action on the denials. 

• Resolve the denied claims.

Roles and Responsibilities:

1. Create interest in Metapercept solutions through social media, mail outreach, LinkedIn, and other channels.
2. Generate leads and appointments, contacting potential clients to establish rapport and arrange meetings.
3. Planning and overseeing new marketing initiatives.
4. Help drive revenue within targeted accounts.
5. Meet annual growth targets.
6. Provide ongoing opportunity forecasting.
7. Promote a high level of customer satisfaction.
8. Researching organizations to find new opportunities.
9. Developing goals for business growth and ensuring they are met.

Required Abilities:

• Highly motivated and have a hunter mentality.
• Excellent listening, writing, and communication skills.
• Ability to flourish with minimum guidance, be proactive, and handle uncertainty.

Job Description :-

• Have intermediate/advanced knowledge of Python.
• Hands-on experience with OOP in Python. Flask/Django framework, ORM with MySQL, MongoDB is a plus.
• Must have experience of writing shell scripts and configuration files. Should be proficient in bash.
• Should have excellent Linux administration capabilities.
• Working experience of SCM. Git is preferred.
• Should have knowledge of the basics of networking in Linux, and computer networks in general.
• Experience in engineering practices such as code refactoring, design patterns, design driven development, Continuous Integration.
• Understanding of Architecture of OpenStack/Kubernetes and good knowledge of standard client interfaces is a plus.
• Code contributed to OpenStack/Kubernetes community will be plus.
• Understanding of NFV and SDN domain will be plus.