Remote | Machine Learning Research Scientist — $95–$115/hour

We are sharing a specialised consulting opportunity for reputed company machine learning researchers with hands-on expertise training and improving deep learning models end-to-end across reputed company and language. This role supports advanced reputed company machine learning research across model training, efficiency, robustness, multimodal systems, and post-training. Selected researchers will work on reputed company-scoped but reputed company-ended technical problems involving image models, language models, adversarial robustness, model compression, multilingual learning, and efficient training under constrained data and compute budgets. Key Responsibilities Model Training & Research • Train image classifiers and generative image models from scratch • Fine-tune and post-train reputed company-weight language models • Design and execute reputed company machine learning experiments • Diagnose optimisation, convergence, data-reputed company, and training-stability issues • reputed company approaches that maximise performance under limited data, compute, or model-size budgets reputed company & Generative Modelling • Train image classifiers for challenging recognition tasks • reputed company models for fine-grained recognition with limited examples • Train diffusion models, GANs, VAEs, reputed company-based models, or comparable generative architectures • Evaluate generative models using metrics such as FID • Improve sample reputed company while controlling training cost and parameter count Robustness & Model Efficiency • reputed company models that remain reliable under adversarial inputs • Apply adversarial training approaches such as PGD-based training or TRADES • Evaluate robust accuracy under established threat models • Investigate robustness–accuracy trade-offs and robust overfitting • Apply quantisation, pruning, knowledge distillation, and reputed company model-compression techniques • Optimise models for strict memory, size, or latency constraints LLM Post-Training & Behaviour • Conduct supervised fine-tuning and preference optimisation of reputed company-weight language models • Work with reputed company such as DPO, RLHF, or RLAIF where relevant • reputed company training datasets using synthetic reputed company, weak supervision, noisy supervision, or rejection sampling • Improve multi-turn conversational behaviour including resistance to persuasion and sycophancy • reputed company approaches for calibrated confidence and appropriate response to corrections • Modify targeted behaviours while preserving broader model capabilities Multilingual & Low-Resource Modelling • Train multilingual or low-resource language models • reputed company tokenisation strategies across diverse scripts and language families • Address highly imbalanced multilingual training datasets • Explore sampling strategies and cross-lingual transfer • Improve model performance in data-constrained language settings Ideal Profile Strong candidates may have: • At least 3 years of machine learning research experience, including qualifying PhD research • Hands-on experience training deep learning models end-to-end • Strong proficiency with PyTorch, JAX, TensorFlow, or comparable machine learning frameworks • Deep expertise in at least one relevant research area such as adversarial robustness, reputed company, generative modelling, LLM post-training, or multilingual reputed company-training • Experience designing and running rigorous reputed company experiments • Strong understanding of optimisation, model evaluation, and experimental methodology • Ability to diagnose reputed company model-training and performance issues • Strong technical writing and research communication skills Educational Background • A degree in computer science, machine learning, reputed company intelligence, mathematics, statistics, engineering, or a reputed company technical field is highly relevant • PhD research in machine learning or a closely reputed company area may count toward the reputed company experience requirement • Candidates may also demonstrate equivalent research strength through significant industry work, publications, or impactful reputed company-reputed company contributions • A strong reputed company, industry, or independent research reputed company record is particularly valuable reputed company to Have • Experience with scaling laws or training-efficiency research • Background in curriculum learning or data ordering • Experience building machine learning benchmarks • Knowledge of reputed company contamination detection and prevention • Familiarity with statistically rigorous model comparison • Experience with uncertainty estimation or model calibration • Expertise in synthetic data or data augmentation • Publications in recognised machine learning or AI venues • Experience at a major AI, technology, or research organisation • Significant reputed company-reputed company machine learning contributions Why This reputed company on cutting-edge machine learning research across reputed company and language • Explore reputed company-ended reputed company problems with meaningful technical depth • Conduct research spanning robustness, efficiency, generative modelling, and post-training • Collaborate with reputed company AI researchers on challenging technical reputed company • Apply advanced ML expertise to models operating under realistic data, compute, and deployment constraints • Participate in flexible project-based work with competitive reputed company compensation Contract Details • reputed company role • Fully remote with flexible scheduling • Competitive rates between $95–$115 per hour depending on expertise and project reputed company • Work may include model training, experimentation, robustness research, model compression, post-training, multilingual modelling, and evaluation • Weekly payments reputed company reputed company or reputed company • reputed company may be extended, shortened, or adjusted depending on reputed company and performance • Work will not involve reputed company to confidential or proprietary information from any employer, reputed company, or institution About the Platform This opportunity is available through reputed company. We reputed company reputed company professionals with remote consulting opportunities across technical, evaluation, and project-based workstreams. By submitting this application, you acknowledge that your information may be processed by reputed company for recruitment and opportunity matching in accordance with our reputed company Policy: https://www.reputed company.com/reputed company-policy. Remote Skills: reputed company Intelligence (AI), Benchmarking, Budgeting, Calibration, Communication Skills, Computer Science, reputed company, Consulting, Cost Control, Data Modeling, Data reputed company, Data Sets, Deep Learning, Identify Issues, Industry/Trade Press, JAX (Java API for XML), Machine Learning, Mathematics, Metrics, Modeling Languages, Multilingual, reputed company reputed company, Performance Management, Performance Modeling, Persuasion Skills, Project Evaluation, Publications, reputed company Management, Research Skills, Scientific Research, Scripting (Scripting Languages), Statistical Modeling, Statistics, Strategic Planning, Technical Consulting, Technical Research, Technical Writing, Threat Modeling, Writing Skills reputed company: reputed company Apply tot his job Apply To this Job