The Only roadmap you need to become an ML Engineer 🥳

Phase 1: Foundations (1-2 Months)
🔹 Math & Stats Basics – Linear Algebra, Probability, Statistics
🔹 Python Programming – NumPy, Pandas, Matplotlib, Scikit-Learn
🔹 Data Handling – Cleaning, Feature Engineering, Exploratory Data Analysis

Phase 2: Core Machine Learning (2-3 Months)
🔹 Supervised & Unsupervised Learning – Regression, Classification, Clustering
🔹 Model Evaluation – Cross-validation, Metrics (Accuracy, Precision, Recall, AUC-ROC)
🔹 Hyperparameter Tuning – Grid Search, Random Search, Bayesian Optimization
🔹 Basic ML Projects – Predict house prices, customer segmentation

Phase 3: Deep Learning & Advanced ML (2-3 Months)
🔹 Neural Networks – TensorFlow & PyTorch Basics
🔹 CNNs & Image Processing – Object Detection, Image Classification
🔹 NLP & Transformers – Sentiment Analysis, BERT, LLMs (GPT, Gemini)
🔹 Reinforcement Learning Basics – Q-learning, Policy Gradient

Phase 4: ML System Design & MLOps (2-3 Months)
🔹 ML in Production – Model Deployment (Flask, FastAPI, Docker)
🔹 MLOps – CI/CD, Model Monitoring, Model Versioning (MLflow, Kubeflow)
🔹 Cloud & Big Data – AWS/GCP/Azure, Spark, Kafka
🔹 End-to-End ML Projects – Fraud detection, Recommendation systems

Phase 5: Specialization & Job Readiness (Ongoing)
🔹 Specialize – Computer Vision, NLP, Generative AI, Edge AI
🔹 Interview Prep – Leetcode for ML, System Design, ML Case Studies
🔹 Portfolio Building – GitHub, Kaggle Competitions, Writing Blogs
🔹 Networking – Contribute to open-source, Attend ML meetups, LinkedIn presence

React ❤️ for more

📍BT Group is hiring for Software Engineering Associate

Qualification: Bachelors / Masters Degree

Experience: Fresher

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹8 LPA

Job Location: Bengaluru

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/bt-group-hiring-software-engineering-associate/

📍GE Healthcare is hiring for Software Engineer

Qualification: Bachelors / Masters Degree

Experience: 0-3 years 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹8 - 29 LPA

Job Location: Bengaluru

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/ge-healthcare-hiring-software-engineer-3/

📍Zingbus is hiring for Software Development Engineer - React.js

Qualification: Bachelors or higher Degree

Experience: 0 - 2 years 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹4 - 15 LPA

Job Location: Gurugram 

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/zingbus-hiring-software-engineer-react-js/

📍Clearwater is hiring for Software Engineer

Qualification: Bachelors / Masters Degree

Experience: 0-1 years 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹8-20 LPA

Job Location: Noida 

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/clearwater-hiring-software-engineer/

📍Coinbase is hiring for Software Engineer

Qualification: Bachelors / Masters Degree

Experience: 0-2 years

Batch: 2025 / 2024 / 2023 / 2022

Salary: ₹4,408,400—₹4,408,400 INR

Job Location: Remote

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/coinbase-hiring-software-engineer-2/

📍UST is hiring for Junior Software Engineer

Qualification: Bachelors / Masters Degree

Experience: 0-2 yrs

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹6-12 LPA

Job Location: Trivandrum

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/ust-hiring-junior-software-engineer/

📍Chubb is hiring for Software Engineer

Qualification: Bachelors / Masters Degree

Experience: 0-3 years 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹8-12 LPA

Job Location: Bangalore

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/chubb-hiring-software-engineer/

📍Amazon is hiring for Software Dev Engineer

Qualification: BE / B.Tech / ME / M.Tech / MCA / MS / M.Sc

Experience: 0-1 years 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹12-25 LPA

Job Location: Bangalore

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/amazon-hiring-software-dev-engineer-2/

📍Lightcast is hiring for Associate Infrastructure Engineer

Qualification: Bachelors / Masters Degree

Experience: 0-1 years 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹4 - 5 LPA

Job Location: Tamil Nadu

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/lightcast-hiring-infrastructure-engineer/

📍NatWest Group is hiring for Software Engineer

Qualification: Bachelors / Masters Degree

Experience: 0-1 years 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹11-16 LPA

Job Location: Bangalore

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/natwest-hiring-software-engineer/

📍Genpact is hiring for Management Trainee 

Qualification: BE/B Tech/M Tech 

Experience: Fresher

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹7.1 LPA

Job Location: Hyderabad

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/genpact-hiring-management-trainee-2/

📍Monotype is hiring for Information Security Trainee

Qualification: Bachelors / Masters Degree

Experience: Fresher 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹6-8 LPA

Job Location: Noida

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/monotype-hiring-information-security-trainee/

📍Avasoft is hiring for AI/ML TRAINEE ENGINEERS

Qualification: Bachelors / Masters Degree

Experience: Fresher 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹7.5 LPA

Job Location: Bangalore

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/avasoft-hiring-ai-ml-trainee-engineer/

📍Wipro is hiring for Test Engineer - L1

Qualification: Bachelors / Masters Degree

Experience: Fresher

Batch: 2025 / 2024 / 2023 / 2022

Salary: INR 6 LPA

Job Location: Bengaluru, INDIA

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/wipro-off-campus-hiring-test-engineer-l1/

📍Accenture is hiring for Software Configuration Engineer

Qualification: Any Graduation

Experience: 0 – 2 years

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹11 LPA

Job Location: Bengaluru 

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/accenture-hiring-software-configuration-engineer/

📍Konecranes is hiring for Trainee, SAP Basis

Qualification: Bachelors / Masters Degree

Experience: Fresher 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹5-7 LPA

Job Location: Pune

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/konecranes-hiring-trainee-sap-basis/

📍Aon is hiring for Analyst

Qualification: Bachelors / Masters Degree

Experience: Fresher

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹4-6 LPA

Job Location: Bengaluru

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/aon-off-campus-hiring-analyst/

📍Salesforce is hiring for Program/Project Management Associate Analyst

Qualification: Bachelors / Masters Degree

Experience: Fresher 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹8.1 LPA

Job Location: Bangalore

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/salesforce-hiring-program-associate-analyst/

📍PepsiCo is hiring for Cntrl & Rpt Asst Analyst

Qualification: Bachelors / Masters Degree

Experience: Fresher

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹8-9 LPA

Job Location: Gurugram

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/pepsico-hiring-cntrl-rpt-asst-analyst/