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Reading list

6 Steps of Machine learning Lifecycle Introduction to Predictive Modeling
Introduction to Exploratory Data Analysis & Data Insights Descriptive Statistics Inferential Statistics How to Understand Population Distributions?
Reading Data Files into Python Different Variable Datatypes
Probability for Data Science Basic Concepts of Probability Axioms of Probability Conditional Probability
Central Tendencies for Continuous Variables Spread of Data KDE plots for Continuous Variable Overview of Distribution for Continuous variables Normal Distribution Skewed Distribution Skeweness and Kurtosis Distribution for Continuous Variable
Central Tendencies for Categorical Variables Understanding Discrete Distributions Performing EDA on Categorical Variables
Dealing with Missing Values Understanding Outliers Identifying Outliers in Data Outlier Detection in Python Outliers Detection Using IQR, Z-score, LOF and DBSCAN
Sample and Population Central Limit Theorem Confidence Interval and Margin of Error
Bivariate Analysis Introduction
Covariance Pearson Correlation Spearman's Correlation & Kendall's Tau Correlation versus Causation Tabular and Graphical methods for Bivariate Analysis Performing Bivariate Analysis on Continuous-Continuous Variables
Tabular and Graphical methods for Continuous-Categorical Variables Introduction to Hypothesis Testing P-value Two sample Z-test T-test T-test vs Z-test Performing Bivariate Analysis on Continuous-Catagorical variables
Chi-Squares Test Bivariate Analysis on Categorical Categorical Variables
Multivariate Analysis A Comprehensive Guide to Data Exploration The Data Science behind IPL
Supervised Learning vs Unsupervised Learning Reinforcement Learning Generative and Descriminative Models Parametric and Non Parametric model
Machine Learning Pipeline Preparing Dataset Build a Benchmark Model: Regression Build a Benchmark Model: Classification
Evaluation Metrics for Machine Learning Everyone should know Confusion Matrix Accuracy Precision and Recall AUC-ROC Log Loss R2 and Adjusted R2
Dealing with Missing Values Replacing Missing Values Imputing Missing Values in Data Working with Categorical Variables Working with Outliers Preprocessing Data for Model Building
Understanding Cost Function Understanding Gradient Descent Math Behind Gradient Descent Assumptions of Linear Regression Implement Linear Regression from Scratch Train Linear Regression in Python Implementing Linear Regression in R Diagnosing Residual Plots in Linear Regression Models Generalized Linear Models Introduction to Logistic Regression Odds Ratio Implementing Logistic Regression from Scratch Introduction to Scikit-learn in Python Train Logistic Regression in python Multiclass using Logistic Regression How to use Multinomial and Ordinal Logistic Regression in R ? Challenges with Linear Regression Introduction to Regularisation Implementing Regularisation Ridge Regression Lasso Regression
Introduction to K Nearest Neighbours Determining the Right Value of K in KNN Implement KNN from Scratch Implement KNN in Python
Bias Variance Tradeoff Introduction to Overfitting and Underfitting Visualizing Overfitting and Underfitting Selecting the Right Model What is Validation? Hold-Out Validation Understanding K Fold Cross Validation
Introduction to Feature Selection Feature Selection Algorithms Missing Value Ratio Low Variance Filter High Correlation Filter Backward Feature Elimination Forward Feature Selection Implement Feature Selection in Python Implement Feature Selection in R
Introduction to Decision Tree Purity in Decision Tree Terminologies Related to Decision Tree How to Select Best Split Point in Decision Tree? Chi-Squares Information Gain Reduction in Variance Optimizing Performance of Decision Tree Train Decision Tree using Scikit Learn Pruning of Decision Trees
Introduction to Feature Engineering Feature Transformation Feature Scaling Feature Engineering Frequency Encoding Automated Feature Engineering: Feature Tools
Understanding how to solve Multiclass and Multilabled Classification Problem Evaluation Metrics: Multi Class Classification
Introduction to Ensemble Techniques Basic Ensemble Techniques Implementing Basic Ensemble Techniques Finding Optimal Weights of Ensemble Learner using Neural Network Why Ensemble Models Work well?
Introduction to Stacking Implementing Stacking Variants of Stacking Implementing Variants of Stacking Introduction to Blending Bootstrap Sampling Introduction to Random Sampling Hyper-parameters of Random Forest Implementing Random Forest Out-of-Bag (OOB) Score in the Random Forest IPL Team Win Prediction Project Using Machine Learning Introduction to Boosting Gradient Boosting Algorithm Math behind GBM Implementing GBM in python Regularized Greedy Forests Extreme Gradient Boosting Implementing XGBM in python Tuning Hyperparameters of XGBoost in Python Implement XGBM in R/H2O Adaptive Boosting Implementing Adaptive Boosing LightGBM Implementing LightGBM in Python Catboost Implementing Catboost in Python
Different Hyperparameter Tuning methods Implementing Different Hyperparameter Tuning methods GridsearchCV RandomizedsearchCV Bayesian Optimization for Hyperparameter Tuning Hyperopt
Understanding SVM Algorithm SVM Kernels In-depth Intuition and Practical Implementation SVM Kernel Tricks Kernels and Hyperparameters in SVM Implementing SVM from Scratch in Python and R
Introduction to Principal Component Analysis Steps to Perform Principal Compound Analysis Computation of Covariance Matrix Finding Eigenvectors and Eigenvalues Implementing PCA in python Visualizing PCA A Brief Introduction to Linear Discriminant Analysis Introduction to Factor Analysis
Introduction to Clustering Applications of Clustering Evaluation Metrics for Clustering Understanding K-Means Implementation of K-Means in Python Implementation of K-Means in R Choosing Right Value for K Profiling Market Segments using K-Means Clustering Hierarchical Clustering Implementation of Hierarchial Clustering DBSCAN Defining Similarity between clusters Build Better and Accurate Clusters with Gaussian Mixture Models
Understand Basics of Recommendation Engine with Case Study
8 Ways to Improve Accuracy of Machine Learning Models
Introduction to Dask Working with CuML
Introduction to Machine Learning Interpretability Framework and Interpretable Models model Agnostic Methods for Interpretability Implementing Interpretable Model Understanding SHAP Out-of-Core ML Introduction to Interpretable Machine Learning Models Model Agnostic Methods for Interpretability Game Theory & Shapley Values
Introduction to AutoML Implementation of MLBox Introduction to PyCaret TPOT Auto-Sklearn EvalML
Pickle and Joblib Introduction to Model Deployment
Deploying Machine Learning Model using Streamlit Deploying ML Models in Docker Deploy Using Streamlit Deploy on Heroku Deploy Using Netlify Introduction to Amazon Sagemaker Setting up Amazon SageMaker Using SageMaker Endpoint to Generate Inference Deploy on Microsoft Azure Cloud Introduction to Flask for Model Deploying ML model using Flask
Model Deployment in Android Model Deployment in Iphone

Top 5 AI Devices to Use in 2024

ayushi9821704
ayushi9821704 24 Apr, 2024
2 min read

Artificial Intelligence has significantly transformed our daily lives over the past years. It has become an indispensable cornerstone of modern society. From personalized recommendations to predictive analytics, AI has significantly influenced our interactions, decisions, and experiences. This article explores the evolving landscape of AI technology, focusing on the top five AI devices set to revolutionize our lives in 2024.

1. Limitless Pendant

The Limitless Pendant is a versatile wearable AI device that combines fashion and technology. It offers a blend of sophistication and functionality. It uses AI to enhance everyday experiences, providing personalized assistance, contextual recommendations, and seamless integration into digital life. This elegant wearable device empowers users to navigate modern living with grace and ease.

AI Devices

Features of Limitless Pendant

  • Real-time Navigation: Provides real-time navigation overlays, making navigation effortless and enhancing the journey.
  • Contextual Recommendations: Offers contextual recommendations, enriching every moment by suggesting relevant options tailored to the wearer’s interests.
  • Discreet Notifications: Receives important notifications discreetly, ensuring the wearer stays connected without being intrusive.
  • Intuitive Communication: Keeps the wearer connected with loved ones through intuitive communication features.
  • Smart Device Control: Controls smart devices with a simple touch or gesture, adding convenience to daily tasks.
  • Adaptive AI: Learns from the wearer’s behaviors, preferences, and interactions, adapting and evolving alongside them for a personalized experience.
  • Personalized Companion: Goes beyond being a piece of jewelry to become a personalized companion dedicated to enhancing the wearer’s life in subtle yet profound ways.

Pricing and Availability

When it comes to accessibility, Limitless presents an enticing opportunity. With an initial offering starting at $99 during the preorder phase, the pendant provides a budget-friendly entry point. Additionally, there’s a complimentary tier offering essential AI features. For those seeking expanded capabilities, the optional Pro plan, priced at $19 per month, unlocks a world of unlimited AI functionality and audio storage. This tiered approach ensures that the pendant caters to a wide range of users, accommodating varying needs while maintaining flexibility and scalability.

Click here to place the order.

2. Looi

The Looi Desktop Robot transforms the idea of personal robotics by integrating state-of-the-art technologies centrally in your office. This cutting-edge device, which is little in size but mighty in capability, acts as your personal assistant, blending in with your regular activities to increase efficiency and simplify work.

AI Devices

Key Features

  • Intelligent Task Management: The Looi Desktop Robot utilizes advanced AI algorithms to intelligently manage tasks, prioritizing deadlines and organizing schedules for optimal efficiency.
  • Voice Recognition: The Looi Desktop Robot responds to natural voice commands, allowing you to interact with ease and efficiency.
  • Compact Design: It is a sleek and minimalist device that seamlessly integrates into any workspace, enhancing its modern aesthetics.
  • Versatile Functionality: From managing your calendar to providing reminders and alerts, the Looi Desktop Robot offers a wide range of functionalities to meet your diverse needs.
  • Enhanced Productivity: By automating routine tasks and providing intelligent assistance, the Looi Desktop Robot empowers you to focus on what matters most, boosting productivity and efficiency.
  • Interactive Learning: With adaptive AI capabilities, this robot learns from your interactions over time, continuously improving its performance and tailoring its responses to better suit your preferences.

Pricing and Availability

With a starting price of $119, the Looi Desktop Robot provides a convenient way to get started in the field of personal robots. From professionals looking to increase efficiency to hobbyists excited to explore the possibilities of AI technology, can benefit from this introductory price.

For those interested in additional features and customization options, premium packages are also available, offering advanced functionalities and tailored experiences at competitive prices.

Click here to place your order.

3. Humane’s Wearable AI Pin

With the introduction of a small, fashionable item packed with artificial intelligence capabilities, Humane’s Wearable AI Pin completely reimagines wearable technology. This cutting-edge tool fits in perfectly with your everyday outfit, offering individualized support and improving your interactions with the environment.

AI Devices

Key Features

  • Contextual Assistance: The AI Pin offers contextual assistance based on your surroundings. It also provides relevant information and suggestions tailored to your needs and interests.
  • Smart Notifications: Stay connected without being overwhelmed. The AI Pin delivers important notifications discreetly, ensuring you never miss a beat while maintaining focus and privacy.
  • Hands-Free Operation: With intuitive voice commands and gesture recognition, this pin allows for hands-free operation, enabling seamless interaction and convenience on the go.
  • Customizable Display: Personalize your AI Pin experience with a customizable display, allowing you to showcase your personality and preferences in style.
  • Integrated Connectivity: Seamlessly connect the AI Pin to your smartphone or other devices, enabling effortless data sharing, synchronization, and control.
  • Privacy Protection: Humane prioritizes user privacy and data security, implementing robust encryption and anonymization measures to safeguard sensitive information.

Pricing and Availability

The Humane AI Pin, which costs $699 (about Rs. 57,900), provides a distinctive experience by subtly incorporating AI into day-to-day activities and doing away with the need for a smartphone.

Click here to place your order.

4. Rabbit R1

A new player has joined the field in the world of smartphones: Rabbit R1. Designed by the firm Rabbit, this little device is meant to be a multipurpose friend that will revolutionize the way we use technology. The Rabbit R1’s compact form belies a powerful set of features. It is an incredibly flexible tool for taking pictures and films while on the go because of its 2.88-inch LCD display and rotating camera.

AI Devices

Key Features

  • Voice Activation: Rabbit R1 responds to natural voice commands, enabling hands-free control and seamless interaction with connected devices.
  • Intelligent Automation: Leveraging AI algorithms, the Rabbit R1 automates routine tasks and adjusts settings based on user preferences, optimizing comfort, convenience, and energy efficiency.
  • Personalized Assistance: Offers personalized assistance and recommendations tailored to individual user preferences. From weather updates to traffic alerts and daily reminders.
  • Voice Interaction: Offers a hands-free, eyes-free voice interaction experience with two microphones and a speaker.

Pricing and Availability

The Rabbit r1 comes in an orange color and is priced at USD 199 (Rs. 16,487 approx.). It is currently available for pre-order, and shipping of orders in the US/Canada will begin in March-April 2024. Shipping to non-US/Canada addresses is expected to begin later in 2024.

Click here to place your order.

5. Evie Ring

The Evie Ring, which was unveiled at CES 2024, is a revolutionary advancement in women’s health tracking. With its unmatched insights into mood swings, menstrual health, and more, this stylish and elegant smart ring goes beyond traditional health wearables. Equipped with sophisticated artificial intelligence algorithms, Evie employs trend analysis to establish a correlation between various health data, thereby furnishing customized well-being perspectives for every user.

Evie ring

Key Features

  • Comprehensive Health Tracking: Evie provides comprehensive health monitoring, providing detailed insights into menstrual cycles, mood variations, and other key health indicators. It also enables users to take proactive steps to optimize their health.
  • Stylish Design: Evie is a stylish and functional accessory available in three colors. It is designed to complement any wardrobe and cater to individual style preferences.
  • FDA Compliance: Evie prioritizes accuracy and trust, adhering to FDA regulations for medical devices. Users can rely on Evie’s precise measurements and reliable data to inform their health decisions with confidence.
  • No Subscription Fees: Unlike many health tracking devices on the market, Evie comes with no subscription fees. Priced at $269, it offers exceptional value for women seeking comprehensive and personalized health tracking without ongoing costs.

Pricing and Availability

It’s a game-changer for women looking for comprehensive and personalized health tracking, priced at $269 with no monthly costs.

Click here to place the order.

Conclusion

This article showcases AI devices that represent a future where technology integrates seamlessly into our lives, offering convenience, intelligence, and wonder. The Limitless Pendant and Looi Desktop Robot are examples of this transformative era. The Humane’s Wearable AI Pin and Rabbit R1 redefine personal interaction, while the Evie Ring focuses on women’s health tracking. These AI devices envision a world where extraordinary becomes the norm, empowering us to live healthier, happier, and more connected lives.

You can read our more articles on AI here.

AI devicesAI Pin setEvie Ringlimitless pendantlooiRabbit R1
ayushi9821704
ayushi9821704 24 Apr, 2024

My name is Ayushi Trivedi. I am a B. Tech graduate. I have 3 years of experience working as an educator and content editor. I have worked with various python libraries, like numpy, pandas, seaborn, matplotlib, scikit, imblearn, linear regression and many more. I am also an author. My first book named #turning25 has been published and is available on amazon and flipkart. Here, I am technical content editor at Analytics Vidhya. I feel proud and happy to be AVian. I have a great team to work with. I love building the bridge between the technology and the learner.

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