πHeadout is hiring for Intern, Product Design
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ3 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/headout-off-campus-hiring-intern-product-design/
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ3 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/headout-off-campus-hiring-intern-product-design/
πEsko is hiring for Software Developer
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6-9 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/esko-off-campus-hiring-software-engineer/
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6-9 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/esko-off-campus-hiring-software-engineer/
πCalix is hiring for Graduate Trainee
Qualification: Bachelors / Masters Degree
Experience: 0-1 years
Batch: Any Batch
Salary: up to βΉ4 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/calix-off-campus-hiring-graduate-trainee-2/
Qualification: Bachelors / Masters Degree
Experience: 0-1 years
Batch: Any Batch
Salary: up to βΉ4 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/calix-off-campus-hiring-graduate-trainee-2/
πRippling is hiring for Software Engineer
Qualification: Bachelors / Masters Degree
Experience: 1-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ10-30 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/rippling-off-campus-hiring-software-engineer-2/
Qualification: Bachelors / Masters Degree
Experience: 1-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ10-30 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/rippling-off-campus-hiring-software-engineer-2/
πSyncron is hiring for Intern Quality Engineer
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ3-4 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/syncron-off-campus-hiring-intern-quality-engineer/
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ3-4 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/syncron-off-campus-hiring-intern-quality-engineer/
Machine Learning Algorithms Overview
β1. Supervised Learning
Supervised learning algorithms learn from labeled data β input features with corresponding output labels.
- Linear Regression
- Used for predicting continuous numerical values.
- Example: Predicting house prices based on features like size, location.
- Learns the linear relationship between input variables and output.
- Logistic Regression
- Used for binary classification problems.
- Example: Spam detection (spam or not spam).
- Outputs probabilities using a logistic (sigmoid) function.
- Decision Trees
- Used for classification and regression.
- Splits data based on feature values to make predictions.
- Easy to interpret but can overfit if not pruned.
- Random Forest
- An ensemble of decision trees.
- Reduces overfitting by averaging multiple trees.
- Good accuracy and robustness.
- Support Vector Machines (SVM)
- Used for classification tasks.
- Finds the hyperplane that best separates classes with maximum margin.
- Can handle non-linear boundaries with kernel tricks.
- K-Nearest Neighbors (KNN)
- Classification and regression based on proximity to neighbors.
- Simple but computationally expensive on large datasets.
- Gradient Boosting Machines (GBM), XGBoost, LightGBM
- Ensemble methods that build models sequentially to correct previous errors.
- Powerful, widely used for structured/tabular data.
- Neural Networks (Basic)
- Can be used for both regression and classification.
- Consists of layers of interconnected nodes (neurons).
- Basis for deep learning but also useful in simpler forms.
β2. Unsupervised Learning
Unsupervised algorithms learn patterns from unlabeled data.
- K-Means Clustering
- Groups data into K clusters based on feature similarity.
- Used for customer segmentation, anomaly detection.
- Hierarchical Clustering
- Builds a tree of clusters (dendrogram).
- Useful for understanding data structure.
- Principal Component Analysis (PCA)
- Dimensionality reduction technique.
- Projects data into fewer dimensions while preserving variance.
- Helps in visualization and noise reduction.
- Autoencoders (Neural Networks)
- Learn efficient data encodings.
- Used for anomaly detection and data compression.
β3. Reinforcement Learning (Brief)
- Learns by interacting with an environment to maximize cumulative reward.
- Used in robotics, game playing (e.g., AlphaGo), recommendation systems.
β4. Other Important Algorithms and Concepts
- Naive Bayes
- Probabilistic classifier based on Bayes theorem.
- Assumes feature independence.
- Fast and effective for text classification.
- Dimensionality Reduction
- Techniques like t-SNE, UMAP for visualization and noise reduction.
- Deep Learning (Advanced Neural Networks)
- Convolutional Neural Networks (CNN) for images.
- Recurrent Neural Networks (RNN), LSTM for sequence data.
React β₯οΈ for more
β1. Supervised Learning
Supervised learning algorithms learn from labeled data β input features with corresponding output labels.
- Linear Regression
- Used for predicting continuous numerical values.
- Example: Predicting house prices based on features like size, location.
- Learns the linear relationship between input variables and output.
- Logistic Regression
- Used for binary classification problems.
- Example: Spam detection (spam or not spam).
- Outputs probabilities using a logistic (sigmoid) function.
- Decision Trees
- Used for classification and regression.
- Splits data based on feature values to make predictions.
- Easy to interpret but can overfit if not pruned.
- Random Forest
- An ensemble of decision trees.
- Reduces overfitting by averaging multiple trees.
- Good accuracy and robustness.
- Support Vector Machines (SVM)
- Used for classification tasks.
- Finds the hyperplane that best separates classes with maximum margin.
- Can handle non-linear boundaries with kernel tricks.
- K-Nearest Neighbors (KNN)
- Classification and regression based on proximity to neighbors.
- Simple but computationally expensive on large datasets.
- Gradient Boosting Machines (GBM), XGBoost, LightGBM
- Ensemble methods that build models sequentially to correct previous errors.
- Powerful, widely used for structured/tabular data.
- Neural Networks (Basic)
- Can be used for both regression and classification.
- Consists of layers of interconnected nodes (neurons).
- Basis for deep learning but also useful in simpler forms.
β2. Unsupervised Learning
Unsupervised algorithms learn patterns from unlabeled data.
- K-Means Clustering
- Groups data into K clusters based on feature similarity.
- Used for customer segmentation, anomaly detection.
- Hierarchical Clustering
- Builds a tree of clusters (dendrogram).
- Useful for understanding data structure.
- Principal Component Analysis (PCA)
- Dimensionality reduction technique.
- Projects data into fewer dimensions while preserving variance.
- Helps in visualization and noise reduction.
- Autoencoders (Neural Networks)
- Learn efficient data encodings.
- Used for anomaly detection and data compression.
β3. Reinforcement Learning (Brief)
- Learns by interacting with an environment to maximize cumulative reward.
- Used in robotics, game playing (e.g., AlphaGo), recommendation systems.
β4. Other Important Algorithms and Concepts
- Naive Bayes
- Probabilistic classifier based on Bayes theorem.
- Assumes feature independence.
- Fast and effective for text classification.
- Dimensionality Reduction
- Techniques like t-SNE, UMAP for visualization and noise reduction.
- Deep Learning (Advanced Neural Networks)
- Convolutional Neural Networks (CNN) for images.
- Recurrent Neural Networks (RNN), LSTM for sequence data.
React β₯οΈ for more
πLeadSquared is hiring for AI/ML Engineer
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ8-14 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/leadsquared-off-campus-hiring-ai-ml-engineer/
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ8-14 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/leadsquared-off-campus-hiring-ai-ml-engineer/
πCvent is hiring for Management Trainee
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6.5 LPA
Job Location: Gurugram
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/cvent-off-campus-hiring-management-trainee/
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6.5 LPA
Job Location: Gurugram
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/cvent-off-campus-hiring-management-trainee/
πGlobal Payments is hiring for Associate Operations Analyst
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6-11 LPA
Job Location: Pune
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/global-payments-hiring-operations-analyst/
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6-11 LPA
Job Location: Pune
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/global-payments-hiring-operations-analyst/
πFlipkart is hiring for Software Development
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2026, 2027, 2028, 2029 and 2030
Salary: Not Disclosed
Job Location: Across India
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/flipkart-hiring-software-development/
Qualification: Bachelors / Masters Degree
Experience: Fresher
Batch: 2026, 2027, 2028, 2029 and 2030
Salary: Not Disclosed
Job Location: Across India
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/flipkart-hiring-software-development/
πBoomi is hiring for Software Engineer
Qualification: Bachelors / Masters Degree
Experience: 0-1 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ11 LPA
Job Location: India
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/boomi-off-campus-hiring-software-engineer/
Qualification: Bachelors / Masters Degree
Experience: 0-1 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ11 LPA
Job Location: India
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/boomi-off-campus-hiring-software-engineer/
πCME Group is hiring for QA Automation Engineer
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ8 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/cme-group-hiring-qa-automation-engineer/
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ8 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/cme-group-hiring-qa-automation-engineer/
πLSEG is hiring for Data Engineer
Qualification: Bachelors / Masters Degree
Experience: 0-1 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ7.5 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/lseg-off-campus-hiring-data-engineer/
Qualification: Bachelors / Masters Degree
Experience: 0-1 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ7.5 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/lseg-off-campus-hiring-data-engineer/
πDeloitte is hiring for Analyst
Qualification: Any Graduate
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6-12 LPA
Job Location: Hyderabad, India
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/deloitte-off-campus-hiring-analyst/
Qualification: Any Graduate
Experience: Fresher
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ6-12 LPA
Job Location: Hyderabad, India
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/deloitte-off-campus-hiring-analyst/
πPaytm is hiring for Data Science
Qualification: Bachelors / Masters Degree
Experience: Experienced
Batch: 2025 / 2024 / 2023 / 2022
Salary: not disclosed
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/paytm-off-campus-hiring-data-science/
Qualification: Bachelors / Masters Degree
Experience: Experienced
Batch: 2025 / 2024 / 2023 / 2022
Salary: not disclosed
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/paytm-off-campus-hiring-data-science/
πAmerican Family Insurance is hiring for Senior Data Analyst
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: $78,000.00 - $128,000.00
Job Location: Hybrid
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/american-family-insurance-senior-data-analyst/
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: $78,000.00 - $128,000.00
Job Location: Hybrid
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/american-family-insurance-senior-data-analyst/
πeBay is hiring for Machine Learning Engineer
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ7-10 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/ebay-off-campus-hiring-machine-learning-engineer/
Qualification: Bachelors / Masters Degree
Experience: 0-2 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ7-10 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/ebay-off-campus-hiring-machine-learning-engineer/
πPayPal is hiring for Data Scientist
Qualification: Bachelors / Masters Degree
Experience: 2-5 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ18 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/paypal-off-campus-hiring-data-scientist/
Qualification: Bachelors / Masters Degree
Experience: 2-5 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ18 LPA
Job Location: Bangalore
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/paypal-off-campus-hiring-data-scientist/
πGroup Bayport is hiring for Customer Insight Specialist
Qualification: Bachelors / Masters Degree
Experience: 0-3 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ3-24 LPA
Job Location: Gurugram
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/group-bayport-hiring-customer-specialist/
Qualification: Bachelors / Masters Degree
Experience: 0-3 years
Batch: 2025 / 2024 / 2023 / 2022
Salary: up to βΉ3-24 LPA
Job Location: Gurugram
π ππ½π½πΉπ ππ²πΏπ²: https://techcompreviews.in/group-bayport-hiring-customer-specialist/