Senior AI/ML Engineer
ICONMA
Senior AI/ML Engineer
Our client, an IT Services and Consulting company, is looking for a Senior AI/ML Engineer for their Atlanta, GA/Hybrid location.
Responsibilities:
- Design and implement supervised, unsupervised, and reinforcement learning models tailored to complex business problems.
- Conduct exploratory data analysis, feature engineering, and statistical modelling on large-scale datasets.
- Evaluate model performance using appropriate metrics and validation techniques; iterate to improve accuracy and robustness.
- Build and maintain end-to-end ML pipelines from data ingestion to model serving and monitoring in production.
- Collaborate with data engineers, software engineers, and business stakeholders to translate requirements into ML solutions.
- Research, prototype, and integrate state-of-the-art algorithms and frameworks to solve novel problems.
- Document models, experiments, and design decisions to ensure reproducibility and knowledge sharing.
- Stay current with advances in ML research and assess applicability to the organization's use cases.
Requirements:
- Strong programming experience in Python
- Algorithms knowledge and knowledge on utilizing right python package
- Strong ML and DS skills
- Bachelor's or Master's degree in Computer Science, Statistics, Mathematics, or a related quantitative field (Ph.D. is a plus).
- 5–9 years of hands-on experience in machine learning and data science roles.
- Strong mathematical foundation — linear algebra, calculus, probability, and statistics.
- Demonstrated ability to take ML projects from research to production.
- Experience working with structured and unstructured data at scale.
- Supervised Learning
- Linear regression and logistic regression,
- Decision trees, Random Forest, Gradient Boosting (XGBoost, LightGBM, CatBoost),
- Support Vector Machines (SVMs) and kernel methods,
- Neural networks — CNNs, RNNs, LSTMs, and Transformers,
- Classification, regression, and ranking problems,
- Cross-validation, bias-variance trade-off, regularization (L1/L2, dropout)
- Clustering: K-Means, DBSCAN, Gaussian Mixture Models, hierarchical clustering
- Dimensionality reduction: PCA, t-SNE, UMAP
- Autoencoders and variational autoencoders (VAEs)
- Anomaly detection and outlier identification
- Association rule mining (Apriori, FP-Growth)
- Topic modelling (LDA, NMF)
- Markov Decision Processes (MDPs) states, actions, rewards, transitions
- Model-free methods: Q-Learning, SARSA, Deep Q-Networks (DQN)
- Policy gradient methods: REINFORCE, PPO, A3C / A2C
- Actor-Critic architectures
- Multi-armed bandits and contextual bandits
- Reward shaping, environment design, and simulation frameworks (OpenAI Gym)
- Relevant learning algorithms - Adjacent & advanced techniques
- Transfer learning and fine-tuning pre-trained models
- Semi-supervised and self-supervised learning
- Active learning and human-in-the-loop pipelines
- Federated learning for privacy-preserving training
- Bayesian optimization and hyperparameter tuning (Optuna, Ray Tune)
- Ensemble methods, stacking, and model blending
- Graph Neural Networks (GNNs) a plus
- Causal inference and counterfactual reasoning — a plus
- Experience with Large Language Models (LLMs), prompt engineering, or fine-tuning foundation models.
- Exposure to real-time ML systems and low-latency inference pipelines.
- Publications, open-source contributions, or participation in ML competitions (Kaggle, etc.).
- Domain expertise in fintech, healthcare, e-commerce, or a related industry.
- Years of Experience: 10.00 Years of Experience
Why Should You Apply?
- Health Benefits
- Referral Program
- Excellent growth and advancement opportunities
Vacancy posted 1 day ago
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