Machine Learning Engineer

3 weeks ago

Bengaluru, India Dreamy Jobs Full time

Organization Overview :

We are obsessed with Pet Health and Longevity.

Our Vision : To build the world's only "Pet-first" smart ecosystem, including the right conscious products engineered to peak and sustain a pet's well-being and prosperity

Our Mission : To transform knowledge systems around Pet Care Management and its conscious applications to ensure the best pet parenting outcomes

Job Title : Machine Learning Engineer

Job Description : The ideal candidate will have a strong background in applying machine learning to Digital Signal Processing, particularly in audio signal analysis and accelerometer data analysis. This role involves developing innovative ML models, including CNNs, RNNs, and

GANs, and leveraging techniques such as LLMs and low-rank adaptation to enhance our product offerings.

The successful candidate will also be proficient in MLOps practices and deploying ML models into production environments.

Key Responsibilities :

Custom ML Model Development :


- Design and build custom machine learning models from scratch, tailored to specific applications in digital and audio signal processing and accelerometer data analysis.


- The ideal candidate will have published papers or demonstrable customized models custom-built for specific problem domains.

Advanced ML Techniques :


- Apply advanced machine learning techniques, including time series analysis, CNNs, RNNs, GANs, LLMs, and low-rank adaptation, to solve complex problems in pet wellness technology.

Data Analysis and Processing :


- Perform sophisticated data analysis and preprocessing to prepare datasets for machine learning applications.

MLOps and Model Deployment :


- Implement MLOps practices to streamline the deployment of machine learning models into production, ensuring scalability, performance, and reliability.

Performance Optimization :


- Continuously monitor and optimize ML models to improve accuracy and efficiency.

Cross-functional Collaboration :


- Work closely with product development, engineering, and data science teams to integrate ML models into Hoomanely Inc.'s product ecosystem.

Research and Innovation :


- Stay abreast of the latest developments in machine learning and signal processing to drive innovation within the company.

Qualifications :

- Bachelors/Masters in Engineering in Computer Science, Data Science, Electrical Engineering, or a related field focusing on machine learning.


- Preferably from a top tier (Tier 1 in India/US - IIT, NIT equivalent) institute.

- Proven experience building custom ML models for digital signal processing, audio signal analysis, and accelerometer data analysis, with a minimum of 6 years of relevant experience.

- Strong knowledge of time series-based machine learning, CNNs, RNNs, GANs, LLMs, and low-rank adaptation techniques.

- Experience with MLOps practices and deploying machine learning models in production environments.

- Proficiency in machine learning frameworks (e.g., TensorFlow, PyTorch) and programming languages (e.g., Python).

- Excellent analytical, problem-solving, and communication skills.

Preferred Skills :

- Experience in pet wellness or related industries.

- Familiarity with IoT device data processing and analysis.

- Knowledge of cloud computing platforms and services for ML deployment

(ref:hirist.tech)

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