Machine Learning Engineer - Senior

Diverse Lynx; Toronto; On-site; CAD 80,000 - 120,000; Full time

Job summary

A leading technology solutions company is seeking a skilled machine learning expert with profound knowledge in machine learning concepts, especially natural language processing using models like BERT. Candidates should be proficient in deep learning frameworks such as TensorFlow or PyTorch, and possess strong Python programming skills. This role emphasizes optimizing models and understanding transfer learning for tailored solutions. A focus on innovative technologies will be vital in this position.

Skills

Machine Learning Concepts

Natural Language Processing (NLP)

Deep Learning Frameworks

Data Preprocessing

Python Programming

Model Optimization

Transfer Learning

Job description

Must Haves:

• Deep Understanding of Machine Learning Concepts: Proficiency in fundamental machine learning concepts, algorithms, and techniques.
• Expertise in Natural Language Processing (NLP): Knowledge of NLP techniques and models, especially BERT and other transformer-based models, for tasks like text classification, sentiment analysis, and language understanding.
• Experience with Deep Learning Frameworks: Proficiency in deep learning libraries such as TensorFlow or PyTorch. Experience with implementing, training, and fine-tuning BERT models using these frameworks is crucial.
• Data Preprocessing Skills: Ability to perform text preprocessing, tokenization, and understanding of word embeddings.
• Programming Skills: Strong programming skills in Python, including experience with libraries like NumPy, Pandas, and Scikit-learn.
• Model Optimization and Tuning: Skills in optimizing model performance through hyperparameter tuning and understanding of trade-offs between model complexity and performance.
• Understanding of Transfer Learning: Knowledge of how to leverage pre-trained models like BERT for specific tasks and adapt them to custom datasets.