Data Careers Resources & Job Updates | iamrupnath

Lenovo launches Xiaoxin desktop with Ryzen 7 H 255 https://techcompreviews.in/lenovo-xiaoxin-desktop-with-ryzen/

📍Hexagon is hiring for Assistant Manager, Total Rewards Qualification: Bachelors / Masters Degree Experience: 8–10 years Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹25 LPA Job Location: Hyderabad 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/hexagon-hiring-assistant-manager-total-rewards/

📍CACTUS is hiring for Associate Customer Service Qualification: Bachelors / Masters Degree Experience: Fresher Batch: 2025 / 2024 / 2023 Salary: up to ₹5 -7 LPA Job Location: India 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/cactus-hiring-associate-customer-service/

📍ServiceNow is hiring for Software Engineer Qualification: Bachelors / Masters Degree Batch: 2025 / 2024 / 2023 / 2022 Salary: not disclosed Job Location: Hyderabad 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/servicenow-hiring-software-engineer/

📍Reputation is hiring for Full Stack Software Engineer (React/Java) Qualification: Bachelors / Masters Degree Experience: 0-2 years Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹6 LPA Job Location: Hyderabad 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/reputation-hiring-full-stack-engineer/

📍Genpact is hiring for Business Analyst Qualification: BE/B- Tech, BCA, MCA, BSc/MSc, MBA  Experience: Fresher Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹4-13 LPA Job Location: Bangalore 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/genpact-hiring-business-analyst-bangalore/

📍Accenture is hiring for Sr Analyst Qualification: Any Graduation Experience: 0 – 5 years Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹10.4 LPA Job Location: Pune 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/accenture-sr-analyst-pune-recruitment/

📍Capgemini is hiring for Software Engineer Qualification: B.E./ B.Tech, M.E./ M.Tech, MCA Experience: Freshers  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹4-6 LPA Job Location: Hyderabad 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/capgemini-hyderabad-software-engineer-roles/

📍YASH Technologies is hiring for Business Analyst Qualification: Bachelors / Masters Degree Experience: Fresher  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹9 LPA Job Location: Hyderabad 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/yash-technologies-business-analyst-hyderabad/

📍Excelsoft is hiring for Software Engineer (SQL Developer) Qualification: BE, BCA, B.Tech, Diploma, MCA, M.Tech Experience: 0-2 years  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹10 LPA Job Location: Bangalore 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/excelsoft-off-campus-hiring-sql-developer/

📍ITH Tech is hiring for Mobile Developer Qualification: Bachelors / Masters Degree Experience: 0-1 years  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹12 LPA Job Location: Kanpur 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/ith-tech-mobile-dev-roles/

📍AXA is hiring for Business Analyst Qualification: Bachelors / Masters Degree Experience: 0-1 years  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹5 -14 LPA Job Location: Bangalore 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/axa-hiring-business-analyst/

📍mthree is hiring for Graduate Recruitment - SHD - Tech Qualification: Bachelors / Masters Degree Experience: Fresher Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹9 LPA Job Location: Bangalore 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/mthree-recruitment-freshers-wanted/

📍Jio is hiring for Graduate Engineer Trainee Qualification: Bachelors / Masters Degree Experience: 0-1 years  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹4-6 LPA Job Location: Mumbai 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/jio-hiring-graduate-engineer-trainee/

📍Darwinbox is hiring for Software Engineer Qualification: Bachelors / Masters Degree Experience: Fresher  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹5 LPA Job Location: Navi Mumbai/Mumbai  🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/darwinbox-recruitment-for-software-engineer/

📍Zones is hiring for Service Desk L1 Qualification: B.Tech/ BE, BCA, M.Tech, MCA, Msc Experience: Fresher  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹3 - 3.6 LPA Job Location: Bangalore 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/zones-opportunities-service-desk-l1/

📍Google is hiring for Software Engineer Qualification: Bachelor’s / Master’s / PhD Degree Experience: 0-1 years  Batch: 2026 / 2025 / 2024 / 2023  Salary: up to ₹10 LPA Job Location: Bengaluru 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/google-recruitment-software-engineer/

Machine Learning – Essential Concepts 🚀 1️⃣ Types of Machine Learning Supervised Learning – Uses labeled data to train models. Examples: Linear Regression, Decision Trees, Random Forest, SVM Unsupervised Learning – Identifies patterns in unlabeled data. Examples: Clustering (K-Means, DBSCAN), PCA Reinforcement Learning – Models learn through rewards and penalties. Examples: Q-Learning, Deep Q Networks 2️⃣ Key Algorithms Regression – Predicts continuous values (Linear Regression, Ridge, Lasso). Classification – Categorizes data into classes (Logistic Regression, Decision Tree, SVM, Naïve Bayes). Clustering – Groups similar data points (K-Means, Hierarchical Clustering, DBSCAN). Dimensionality Reduction – Reduces the number of features (PCA, t-SNE, LDA). 3️⃣ Model Training & Evaluation Train-Test Split – Dividing data into training and testing sets. Cross-Validation – Splitting data multiple times for better accuracy. Metrics – Evaluating models with RMSE, Accuracy, Precision, Recall, F1-Score, ROC-AUC. 4️⃣ Feature Engineering Handling missing data (mean imputation, dropna()). Encoding categorical variables (One-Hot Encoding, Label Encoding). Feature Scaling (Normalization, Standardization). 5️⃣ Overfitting & Underfitting Overfitting – Model learns noise, performs well on training but poorly on test data. Underfitting – Model is too simple and fails to capture patterns. Solution: Regularization (L1, L2), Hyperparameter Tuning. 6️⃣ Ensemble Learning Combining multiple models to improve performance. Bagging (Random Forest) Boosting (XGBoost, Gradient Boosting, AdaBoost) 7️⃣ Deep Learning Basics Neural Networks (ANN, CNN, RNN). Activation Functions (ReLU, Sigmoid, Tanh). Backpropagation & Gradient Descent. 8️⃣ Model Deployment Deploy models using Flask, FastAPI, or Streamlit. Model versioning with MLflow. Cloud deployment (AWS SageMaker, Google Vertex AI). Double Tap ❤️ for more 🧠

📍Unisys is hiring for Jr Eng Software Eng Qualification: Bachelors / Masters Degree Experience: Fresher Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹5 LPA Job Location: Bangalore 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/unisys-off-campus-hiring-eng-software-eng/

📍LTTS is hiring for Embedded SW Developer Qualification: Bachelors / Masters Degree Experience: Fresher  Batch: 2025 / 2024 / 2023 / 2022 Salary: up to ₹5.5 LPA Job Location: Bangalore 🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/ltts-hiring-embedded-sw-developer/