Website
Software Developer (Python)
Ramboll
Updated on: 03 September 2024
Additional Details
Website
Work Location
Telangana, India
Job Type
FTE
Batch
Freshers/Experienced
Stream Required
Bachelors/Masters degree
Salary
5 – 9 LPA (Expected)
Job Description
Job Overview :
We are looking for AI /ML Engineer to develop applications and systems that utilize AI to improve performance and efficiency, including but not limited to deep learning, neural networks, chatbots, natural language processing.
Responsibilities:
Develop and implement models to accurately read and interpret handwritten text from scanned documents.
Preprocess images to enhance text readability and improve model accuracy
• Design, develop, and deploy image classification models to categorize visual data.
• Optimize and fine-tune models to improve performance and reduce error rates.
• Analyze large datasets, identify trends, and create predictive models using advanced machine learning techniques
• Implement data preprocessing, feature engineering, and model training to deliver accurate predictive insights.
• Build, train, and fine-tune deep learning models for various tasks, including NLP.
• Leverage existing models and retrain them to adapt to specific datasets and objectives.
• Integrate and consume APIs, such as ChatGPT, to perform generative AI tasks.
• Develop workflows that incorporate generative AI solutions for enhanced automation and intelligence.
• Implement and manage APIs to facilitate communication between machine learning models and external systems or applications.
• Lead the design, development, and deployment of end-to-end AI products that solve real-world problems.
• Collaborate with cross-functional teams to integrate machine learning models into full-fledged AI solutions.
• Ensure that the AI product is scalable, secure, and optimized for performance.
• Deploy machine learning models into production environments.
• Monitor model performance and implement updates as needed to maintain optimal functionality
Strong proficiency in Python, TensorFlow, PyTorch, and other machine learning frameworks.
• Experience with computer vision techniques, particularly in OCR (Optical Character Recognition) for handwritten text.
• Deep understanding of image processing, data augmentation, and model optimization.
• Proficiency in handling and analyzing large datasets using tools like Pandas, NumPy, and SQL.
• Experience in feature engineering and data preprocessing for machine learning models.
• Expertise in deep learning models, particularly in areas like CNNs for image classification and RNNs/Transformers for NLP tasks.
• Experience in retraining pre-existing models and fine-tuning them for specific tasks.
• Knowledge of RESTful APIs and experience integrating external services, such as generative AI models, into machine learning pipelines.
• Familiarity with cloud platforms (AWS, GCP, Azure) and containerization tools like Docker for deploying and managing models
• Experience in building and deploying complete AI products, including front-end, back-end, and AI components.
• Understanding of software engineering principles to ensure the seamless integration of AI models into applications
• Strong problem-solving abilities with a focus on machine learning and AI.
• Ability to translate business needs into technical solutions and model specifications.
• Excellent communication skills to collaborate with cross-functional teams.
• Ability to document and present technical concepts to non-technical stakeholders.
Education:
Bachelor’s or Master’s degree in Computer Science, Data Science, AI, or a related field.
• Relevant certifications in machine learning or AI are a plus
Personal qualities that will help you succeed in this role include:
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