Artificial Intelligence/Machine Learning Engineer
2 months ago
Job Description :
We're seeking an AI/ML Engineer to join our team
As an AI/ML Engineer, you will be responsible for designing, developing, and implementing artificial intelligence (AI) and machine learning (ML) solutions to solve real world business problems.
You will work closely with cross-functional teams, including data scientists, software engineers, and product managers, to deploy and integrate Applied AI/ML solutions into the products that are being built at NonStop io.
Your role will involve researching cutting-edge algorithms, data processing techniques, and implementing scalable solutions to drive innovation and improve the overall user experience.
Responsibilities :
Applied AI/ML engineering; Building engineering solutions on top of the AI/ML tooling available in the industry today.
Eg: Engineering APIs around OpenAI
AI/ML Model Development :
- Design, develop, and implement machine learning models and algorithms that address specific business challenges, such as natural language processing, computer vision, recommendation systems, anomaly detection, etc.
Data Preprocessing and Feature Engineering :
- Cleanse, preprocess, and transform raw data into suitable formats for training and testing AI/ML models.
- Perform feature engineering to extract relevant features from the data
Model Training and Evaluation :
- Train and validate AI/ML models using diverse datasets to achieve optimal performance.
- Employ appropriate evaluation metrics to assess model accuracy, precision, recall, and other relevant metrics
Data Visualization :
- Create clear and insightful data visualizations to aid in understanding data patterns, model behavior, and performance metrics
Deployment and Integration :
- Collaborate with software engineers and DevOps teams to deploy AI/ML models into production environments and integrate them into various applications and systems
Data Security and Privacy :
- Ensure compliance with data privacy regulations and implement security measures to protect sensitive information used in AI/ML processes
Continuous Learning :
- Stay updated with the latest advancements in AI/ML research, tools, and technologies, and apply them to improve existing models and develop novel solutions
Documentation :
- Maintain detailed documentation of the AI/ML development process, including code, models, algorithms, and methodologies for easy understanding and future reference
Requirements :
- Bachelor's, Master's or PhD in Computer Science, Data Science, Machine Learning, or a related field.
- Advanced degrees or certifications in AI/ML are a plus
- Proven experience as an AI/ML Engineer, Data Scientist, or related role, ideally with a strong portfolio of AI/ML projects
- Proficiency in programming languages commonly used for AI/ML.
- Preferably Python
- Familiarity with popular AI/ML libraries and frameworks, such as TensorFlow, PyTorch, scikit-learn, etc.
- Familiarity with popular AI/ML Models such as GPT3, GPT4, Llama2, BERT etc.
- Strong understanding of machine learning algorithms, statistics, and data structures
- Experience with data preprocessing, data wrangling, and feature engineering
- Knowledge of deep learning architectures, neural networks, and transfer learning
- Familiarity with cloud platforms and services (e. , AWS, Azure, Google Cloud) for scalable AI/ML deployment
- Solid understanding of software engineering principles and best practices for writing maintainable and scalable code
- Excellent analytical and problem-solving skills, with the ability to think critically and propose innovative solutions
- Effective communication skills to collaborate with cross-functional teams and present complex technical concepts to non-technical stakeholders
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