Machine Learning Work From Home Internship

Actively hiring
Start Date
Starts immediatelyImmediately
Duration
6 Months
Stipend
₹ 1,000 /month
APPLY BY
28 Nov' 24
Posted 1 week ago
Internship

About the work from home job/internship

Selected intern's day-to-day responsibilities include:

1. Sourcing collecting and preprocessing large-scale datasets required for training machine learning models ensuring data quality consistency and relevancy through cleaning augmentation and validation and collaborating with domain experts to understand data requirements and annotations
2. Designing implementing and training machine learning models including computer vision NLP models and large language models fine-tuning pre-trained models for domain-specific tasks using transfer learning techniques and experimenting with different architectures and hyperparameters to improve model accuracy and performance
3. Establishing baseline performance for models through evaluation metrics conducting testing cross-validation and comparisons against state-of-the-art techniques and optimizing models for efficiency and scalability in real-world applications
4. Implementing end-to-end MLOps pipelines for deploying machine learning models in production environments automating workflows for model retraining monitoring and CI/CD pipelines ensuring model versioning reproducibility and scalability and collaborating with DevOps and software engineering teams to integrate models into existing systems
5. Developing APIs to expose machine learning models for external consumption designing efficient and scalable endpoints to serve predictions and integrating APIs with frontend or client applications for real-time or batch processing
6. Deploying machine learning models to production environments using cloud services or containerized platforms ensuring models are optimized for low-latency inference and monitoring deployed models tracking performance metrics and setting up alerts for model degradation or drift

Skill(s) required

Data Science Deep Learning Machine Learning Natural Language Processing (NLP) Python

Who can apply

Only those candidates can apply who:

1. are available for the work from home job/internship

2. can start the work from home job/internship between 22nd Oct'24 and 26th Nov'24

3. are available for duration of 6 months

4. have relevant skills and interests

Other requirements

1. Computer Vision Models:

A. Proficiency in convolutional neural networks (CNNs), object detection models (e.g., YOLO, Faster R-CNN), and segmentation models (e.g., U-Net)

B. Experience in tasks such as image classification, object detection, and image segmentation

2. Image Processing:

A. Familiarity with image preprocessing techniques like resizing, normalization, and augmentation

B. Experience with libraries such as OpenCV, PIL, or scikit-image for image manipulation

3. Natural Language Processing (NLP):

A. Knowledge of common NLP models, including transformers (e.g., BERT, GPT), word embeddings, and sequence-to-sequence models

B. Experience in tasks like text classification, named entity recognition, machine translation, and text generation

4. Large Language Models (LLMs):

A. Hands-on experience with training, fine-tuning, and using large language models (e.g., GPT, BERT, LLaMA) for a variety of tasks

B. Understanding of prompt engineering, zero-shot, few-shot learning, and model interpretability techniques

Perks

Certificate Letter of recommendation Flexible work hours

Number of openings

2

About Artigence Healthcare Systems Private Limited

We build cost-effective AI-based diagnostic solutions for healthcare to help people get the best diagnosis no matter where they are on this planet.
Activity on Internshala
Hiring since August 2023
5 opportunities posted
2 candidates hired
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