📍Innovaccer is hiring for Apprentice-Data Ops Engineer

Qualification: Bachelors / Masters Degree

Experience: Fresher 

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹7-9 LPA

Job Location: Noida

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/innovaccer-hiring-freshers-data-ops/

📍Motorola Solutions is hiring for Data Engineer

Qualification: Bachelors / Masters Degree

Experience: 0 - 2 years

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹6-10 LPA

Job Location: Bangalore

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/motorola-solutions-hiring-data-engineers/

📍Netomi AI is hiring for SDE I (Frontend)

Qualification: Bachelors / Masters Degree

Experience: 0-1 years

Batch: 2025 / 2024 / 2023 / 2022

Salary: up to ₹12- 16 LPA

Job Location: Gurugram

🔗 𝗔𝗽𝗽𝗹𝘆 𝗛𝗲𝗿𝗲: https://techcompreviews.in/netomi-hiring-sde-i-frontend/

📍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/

📍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/

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 🧠

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/

📍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/