{"id":1280315,"url":"https://alion.io/job/astek-python-ml-engineer","title":"Python ML Engineer","company":{"id":3809944,"name":"Simelabs","domain":"simelabs.com","url":"https://alion.io/company/astek-3","size_band":null,"is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":null,"truth_index":null},"role":"AI/ML","role_family":"AI/ML","seniority":"middle","employment_type":null,"work_mode":"on_site","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Kochi, India"],"countries":["IN"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":20000,"max_usd":47000,"period":"year","method":"role_seniority_country_remote_cell","sample_n":25},"experience_years_min":3,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"BigQuery","optional":false},{"name":"Docker","optional":false},{"name":"ETL/ELT","optional":false},{"name":"FastAPI","optional":false},{"name":"flake8","optional":false},{"name":"GCP","optional":false},{"name":"Git","optional":false},{"name":"Gitflow","optional":false},{"name":"GitHub","optional":false},{"name":"Google BigQuery","optional":false},{"name":"Incident Management","optional":false},{"name":"isort","optional":false},{"name":"NumPy","optional":false},{"name":"Pandas","optional":false},{"name":"Poetry","optional":false},{"name":"pre-commit","optional":false},{"name":"Python","optional":false},{"name":"PyTorch","optional":false},{"name":"Rest API","optional":false},{"name":"Scikit-learn","optional":false},{"name":"SQL","optional":false},{"name":"TensorFlow","optional":false},{"name":"Trunk-Based Development","optional":false},{"name":"Vertex AI","optional":false}],"status":"live","first_seen_at":"2026-08-19T09:47:39Z","employer_posted_date":null,"last_verified_at":"2026-08-19T09:47:39Z","board_verified":false,"closed_at":null,"days_open":58,"trust":{"level":"not_scored","repost_count":null,"flags":[],"days_open":58},"description":"Key Responsibilities :\n\n1. Incident Management & Bug Fixing :\n\n- Investigate and resolve incidents reported on AI algorithms (model crashes, wrong outputs, data pipeline failures, performance degradation).\n\n- Diagnose root causes: data issues, code bugs, dependency conflicts, model drift.\n\n- Apply fixes, test and validate corrections before redeployment.\n\n- Document incidents and resolutions in the ticketing system.\n\n2. Algorithm Maintenance :\n\n- Apply patches, dependency updates and environment fixes.\n\n- Ensure models remain functional after infrastructure changes (cloud updates, library upgrades, data schema changes).\n\n- Maintain and update data preprocessing pipelines feeding the models.\n\n3. Code Review & Quality :\n\n- Read, understand and improve existing Python codebases (often written by Data Scientists).\n\n- Refactor poorly structured code to improve maintainability and reliability.\n\nExperience : \n\n- 3+ years of experience.\n\nCore Technical Skills :\n\n- Python: Advanced Python, debugging, OOP, clean code (Expert).\n\n- Data manipulation: Pandas, NumPy, data wrangling, ETL pipelines (Intermediate).\n\n- ML Frameworks: Scikit-learn, TensorFlow or PyTorch (reading & fixing, not training from scratch) (Intermediate).\n\n- API & services: FastAPI, REST APIs, JSON, basic microservices (Intermediate).\n\n- Version control: Git + GitHub (Advanced) (Intermediate).\n\n- Environment management: Poetry, pip, virtual environments, requirements management (Expert).\n\n- Cloud - GCP AI Services: GCP Projects, Vertex AI, BigQuery, Service Account, Google Storage (Buckets), Artifact Registry (Beginner).\n\n- Containerisation: Docker - run, build, debug a container (Intermediate).\n\n- SQL: Ability to query databases and investigate data issues (Intermediate).\n\nGitHub - Advanced Skills:\n\n- The consultant must demonstrate advanced proficiency with GitHub beyond basic commit/push usage, including:\n\n1. Repository & Code Management: Branching strategies (GitFlow, trunk-based development, feature branches), Pull Request lifecycle (creating, reviewing, requesting changes, approving and merging), Resolving merge conflicts confidently on complex Python codebases, Tagging, releases and semantic versioning.\n\n2. Collaboration & Governance: Branch protection rules (required reviews, status checks before merge), Code review best practices (inline comments, suggesting changes directly in PRs).\n\n3. Advanced Features: GitHub Packages (publishing and consuming internal Python packages), Pre-commit hooks and linting integration (Black, Flake8, isort), Git history investigation (git bisect, git blame, git log - graph to trace the origin of a bug).\nSkills\nMachine Learning, Python, Data Science, PyTorch, Tensorflow, Numpy, Pandas, Cloud, BigQuery, Github","description_format":"text","description_chars":2752,"description_truncated":false,"requirements":{"experience_years_min":3,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":null,"security_clearance":false,"languages":[]},"benefits":[],"hiring_locations":[],"hiring_excludes":[],"relocation_offered":false,"industries":[],"lifecycle":[{"event":"open","at":"2026-09-26T02:00:24Z"}],"visa":[],"liveness":{"score":2,"band":"cold","label":"Long shot","p_open":0.4,"p_active":0.161,"p_room":0.35,"age_days":57,"expected_fill_days":6,"reasons":["seen:57","velocity","win:tail"],"computed_at":"2026-10-16T05:45:00Z"},"pay":null,"html_url":"https://alion.io/job/astek-python-ml-engineer","json_url":"https://alion.io/job/astek-python-ml-engineer.json","meta":{"generated_at":"2026-10-16T17:52:19Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":2663,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-17T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":3809944},"rest":"https://alion.io/mcp/rest/get_company?id=3809944"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fastek-python-ml-engineer"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fastek-python-ml-engineer"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fastek-python-ml-engineer"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/astek-python-ml-engineer\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fastek-python-ml-engineer"}]}