r/remotepython

[Project] VEDA - I built an autonomous ML platform with 140+ agents that takes any data source and a plain English goal, then builds and deploys the model itself

I've been working on this for a few months and finally launched it. Wanted to share it here and get some feedback from people who actually know ML.

What it does:

You connect a data source and describe your goal in plain English. VEDA figures out the rest.

Supported data sources:

- CSV, Excel, JSON, Parquet

- SQL databases

- REST APIs

- Cloud storage (S3, GCS)

- PDFs and documents

- Real-time streams

The pipeline runs 11 sequential agents:

Ingest → Clean → Profile → Feature Engineering → Feature Selection → Scaling → Training → Evaluation → Hyperparameter Tuning → Model Selection → Report

The ML stack:

- Optuna for Bayesian hyperparameter optimization (50 trials via TPE sampler)

- XGBoost, LightGBM, Random Forest benchmarked automatically

- SHAP explainability on every prediction

- KS-test + PSI drift detection on live predictions

- A/B testing with chi-square significance testing

- Hash-based data versioning with full lineage tracking

The AI layer:

- Groq LLM (Llama 3.3 70B) for natural language goal interpretation

- Claude AI for agent reasoning and decision-making

- LangGraph for multi-agent orchestration

Production engineering (the part most ML projects skip):

- FastAPI backend with async SQLAlchemy + PostgreSQL

- Celery + Redis task queue — jobs persist across server restarts

- Circuit breakers per agent with CLOSED/OPEN/HALF-OPEN state transitions

- Alembic database migrations

- Rate limiting (5/min login, 10/min workflow creation)

- Brute force protection — 5 failed attempts → 15 min lockout

- Secrets management with Vault/AWS/env backends

- Full docker-compose stack with Nginx + TLS

Numbers:

- 140+ agents across 12 domains

- 35 REST endpoints

- 7,000+ lines of Python

- Deployed live on HuggingFace Spaces

Links:

- Live demo: https://keshav1838-veda-ml-platform.hf.space

- GitHub: https://github.com/keshavloma1081-ctrl/VEDA--Auto-DS

- API docs: https://keshav1838-veda-ml-platform.hf.space/docs

Honest limitations:

- Currently optimized for tabular data (classification + regression)

- Celery/Redis features require local setup — HuggingFace deployment uses BackgroundTasks fallback

- Some advanced agents (GNN, RL, CV) are scaffolded but not fully wired into the main pipeline yet

Happy to answer any technical questions. Roast it if you want — genuine feedback is more useful than likes.

We are looking for a Python devs with strong communication skills to join our dynamic team.

Requirement :

• 2+ years experience
• C2/C1 English communication skill
• Available at ET (US)

Compensation:

• Negotiable by experience - $35~$60/hr

If you are interested, comment your state | English level.

Hey, we’re looking for a Python developer to join us.

Nothing overly formal here. If you’ve got at least a year of experience and you enjoy building things that are clean, reliable, and actually useful, you’ll probably fit in well.

We care a lot about readable code, solid performance, scalability, and making sure what we ship feels smooth to use.

It’s a low-meeting environment, so you’ll spend more time coding and less time stuck on calls. We’re flexible with tools and workflows as long as the work gets done well.

Pay is between $26–$46/hour depending on your experience. Fully remote, with flexible hours, part-time or full-time both okay.

Most of the work involves backend development, APIs, automation, web applications, integrations, and maintaining fast, reliable, and secure systems.

Experience with frameworks/tools like Django, FastAPI, Flask, or automation/data-related tooling is a plus.

If you’re interested, send over:

* Your location 📍

CS grad with 3 years experience building AI systems. Specialise in chatbots, OpenAI/Claude integrations, Python automation, and FastAPI backends. Reduced a client's operational time by 75% with a custom automation system.

Looking for short-term projects to start immediately. Fast delivery, clear communication.

Stack: Python, FastAPI, Next.js, Supabase, LangChain, OpenAI API

DM me with what you need.

Hi Everyone

We are seeking a reliable Caller with over one year of development experience to take charge of our technical meetings. You will be responsible for scheduling meetings with clients on behalf of our development team, participating in those meetings, and providing prompt and accurate responses to client inquiries. You must possess excellent English communication skills and be proficient in technical discussions. This position allows for fully remote work, and working hours are negotiable.

**Required Qualifications:** English Proficiency (C1/C2) or Native English Speaker

**Development Experience:** 1+ years of Full Stack Development experience

**Hourly Rate:** $45

**Long-term Contract

**Location : Europe, American

We are looking for a python developer with strong communication skills to join our dynamic team.

Requirement :

• 2+ years experience
• C2/C1 English communication skill
• Available at ET (US)

Compensation:

Negotiable by experience - $35~$60/hr

If you are interested, comment you state | availability.

This is a software engineering internship opportunity for algorithmspath.com

Company:

• The Simplest Python-Based DSA Roadmap on the Internet
• The Most Realistic Mock Assessment Problem Set
• Trusted by 10,000+ learners from institutions like Amazon, IIT-K, and Berkeley

Requirements:

• Experience with at least one programming language such as Java, Python, C++
• Experience with data structures & algorithms, OOP
• Low-ego, workable & coachable team player
• Priority given to AlgorithmsPath premium members

DM if you are interested

This is a software engineering internship opportunity for algorithmspath.com

Company:

• #1 Simplest Python-Based DSA Roadmap on the Internet
• #1 Realistic Mock Assessment Problem Set
• Trusted by 10,000+ learners from institutions like Amazon, IIT-K, and Berkeley

Requirements:

• Experience with at least one programming language such as Java, Python, C++
• Experience with data structures & algorithms, OOP
• Low-ego, workable & coachable team player
• Priority given to AlgorithmsPath premium members

DM if you are interested

Hello,

I’m a Fullstack Developer. I can work with Python (Django, FastAPI, Flask), React/Next.js, and SQL databases.

I’m looking for freelance or contract projects. I can build or improve web apps.

If interested, please send a message.

Hey Reddit. Keeping this straightforward.

I'm a full-stack developer with 5+ years of experience. I was working remotely for a Dubai-based tech consultancy- building AI platforms, e-commerce products, and automation tools. With the ongoing situation in the Middle East affecting business there, my contract ended and I'm now looking for remote work.

My stack:

• Backend: Django, Django Ninja, Django REST Framework, Python
• Frontend: SvelteKit, JavaScript
• Auth & infra: Firebase Auth, PostgreSQL, AWS
• AI voice agent platforms, LLM integrations, automation pipelines
  Also comfortable with LAMP stack and third-party API integrations

Things I've actually shipped:

• An AI voice agent SaaS with bulk call scheduling, sentiment analysis, and CRM integrations
• A UAE corporate gifting e-commerce platform built from scratch
• A Dubai luxury real estate platform with multilingual support
• A home furnishing brand that generated 200,000 AED in sales within 4 months

Open to contract or full-time remote. Flexible on rate depending on scope. Available immediately.

DM me or comment below. Happy to share portfolio, GitHub, or jump on a call.

Location: US, Canada, Mexico, EU only

Duration: Long-term (mini 3 years )

Compensation: Based on performance (expected to reach $1,500–$3,000 within 3 months)

Note; Not agency

How to apply: your country + a brief introduction(main skill)

This is a software engineering internship opportunity for algorithmspath.com

Company:

• AlgorithmsPath provides the simplest python-based DSA Roadmap on the internet
• Trusted by 10,000+ learners from institutions like Amazon, IIT, and Berkeley

Requirements:

• Experience with at least one programming language such as Java, Python, C++
• Experience with data structures & algorithms, OOP
• Priority given to AlgorithmsPath premium members for excellent recognition of reality

If you cant make a PR without claude code, please self-select out. If you dont know how to use a hashmap on a server side application, please self-select out.

DM if you are interested

An analysis of the job vacancy trends for Python, Java, and Kotlin based on Hirify me Data from March to May 2026 reveals several key trends related to regional distribution and the impact of Artificial Intelligence (AI).Key Findings

1. Python Dominance and AI Explosion

Python remains the absolute leader in terms of vacancy volume, increasing from 2,916 in March to 3,764 in May 2026.
The AI segment is the primary driver of this growth: by May 2026, 34.2% of all Python vacancies were directly related to AI (1,961 vacancies).
In comparison, the AI share for Java is only 6.6%, while for Kotlin, it is 22.4%.

2. Regional Shift: From "Remote Global" to Regional Remote

There is a notable downward trend in Remote Global vacancies (allowing work from anywhere in the world), dropping for Python from 1,251 in March to 869 in May.
Conversely, vacancies tied to specific regions (particularly the USA and Europe) are showing strong growth. In the USA, Python vacancies nearly doubled (from 833 to 1,622). This suggests a shift toward stricter tax residency or time zone requirements, even for remote roles.

3. Java Stability and Kotlin’s Niche Market

Java shows moderate but steady growth (from 978 to 1,065 vacancies). Demand is concentrated in the USA and Europe, with the Spring stack remaining a core requirement.
Kotlin maintains its position in mobile and server-side development, though total vacancy counts remain lower than Python and Java (approx. 319 in May). However, Kotlin shows a high degree of AI integration compared to Java.

Overall Market Dynamics

The 2026 labor market is characterized by high polarization:

The USA is the primary driver of demand for high-tech talent (especially in Python AI).
Europe shows steady growth across all three programming languages.
Russia exhibits volatility: after a sharp increase in April (from 282 to 427 Python vacancies), a slight correction followed in May (to 413).
AI has transitioned from being an "extra skill" to a core requirement for a significant portion of the Python market.

P.S.
Analysis & Raw Data:
The Reddit Security Policy doesn't allow links to Google Docs files in Posts, but if you interested let me know in comments - I"ll attach Analysis & Raw Data in comment to this post.