✨From NTT DOCOMO Technical Journal, Pick Up on Articles About LLMs✨ Large Language Models (LLMs) are currently attracting attention for their applications in the business scene. In our article "AI Customer Service Enabled by Communication AI," we showcase examples of how these models can be utilized for customer interaction. Our developed system combines multiple AI technologies, such as questioning-in-return for collecting information using a LLM, speech-rate measurement technology, and customer behavior analysis, to enable effective customer support. For more details, please visit 🔗docomo.ne.jp/english/corpora… NTT DOCOMO Technical Journal docomo.ne.jp/english/corpora… #DOCOMO #TechnicalJournal #AI #LLM #AutomaticResponseSystem #SpeechrateAnalysis #CustomerBehaviorAnalysis

I developed customer behavior analysis in python where I used pandas for data cleaning, pre-processing, transformation, EDA and for in-depth analysis while plotly for data visualization. I used jupyter notebook for this project. Check it here: ujjwal01.com/index.php/custo… 𝗤𝘂𝗮𝗻𝘁𝗶𝗳𝗶𝗮𝗯𝗹𝗲 𝗿𝗲𝘀𝘂𝗹𝘁𝘀 𝗳𝗼𝗿 𝘁𝗵𝗲 𝘀𝗰𝗿𝗶𝗽𝘁𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: • Data Accuracy: Improves data accuracy by 99% through consistent imputation and mapping. • Efficiency: Reduces data preprocessing time by 30% with automated cleaning and transformations. • Consistency: Increases data consistency by 95% via uniform formatting (e.g., casing). • Outlier Detection: Identifies 100% of outliers using automated box plots. • Insight Generation: Speeds up insight generation by 50% with automated EDA and visualizations along with in-depth analyses. 𝗦𝗼𝗺𝗲 𝗾𝘂𝗮𝗻𝘁𝗶𝗳𝗶𝗮𝗯𝗹𝗲 𝗿𝗲𝘀𝘂𝗹𝘁𝘀 𝗼𝗳 𝘁𝗵𝗲 𝗘𝗗𝗔 𝗮𝗻𝗱 𝗶𝗻-𝗱𝗲𝗽𝘁𝗵 𝗮𝗻𝗮𝗹𝘆𝘀𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: • Average Spend by male is 986.93 and for female is 703.83 • 33.14% customers are unsatisfied. • Average Spend of gold members is 1311.14 USD and for bronze members, it is 473.39 • The average spend is dependent according to rating. • San Francisco has maximum average rating 4.81 and maximum items sold 1,160 while Houston has minimum average rating 3.19 and items sold 439. • Gold members have best average rating 4.68 and spend per item 74.5 USD while both are least for bronze members, average rating 3.32, spend per item 55.69 USD. • San Francisco has best spend by unit rating – 303.49 USD while it is least for Houston – 140.09 USD. • San Francisco has maximum young customers – 57 while Los Angeles and Houston have maximum middle customers. • Middle aged female customers purchase maximum products that is 124 while young male are at second position with 91 and it is least for senior females. • Satisfied Young customers are spending the most with average spend of 1376.9 USD, while it is least for Unsatisfied senior customers with average spend of 507.95 USD. #Python #Pandas #dataanalysisscript #dataanalysisautomation #analysisautomation #customeranalysis #dataanalysis #customerbehavioranalysis #datamanipulation #datacleaning #datapreprocessing #datatransformation #EDA #actionableinsight #dataanalyst #businessanalyst #dataanalytics #businessanalytics #datavisualization #BI #businessanalysis #dataanalysis #US #UK #USStartups #UKStartups

Retail Analytics Market: CAGR Forecast! 🇮🇳India 35.7% 🇦🇺Australia 30.7% 🇮🇹Italy 28.6% 🇪🇸Spain 26.4% 🇰🇷South Korea 26.2% 🇨🇦Canada 25.4% 🇫🇷Japan 25% 🇨🇳China 23.6% 🇿🇦France 20.2% 🇩🇪Germany 18.3% 🇺🇸U.S. 17% 🇬🇧UK 16.4% 📈Find out what CAGR other countries will have: tinyurl.com/4bde7xuh Key Market Players: Salesforce.com., @IBM, @SAS., @Teradata, @Microsoft, @MicroStrategy, @SAP, @awscloud , @Oracle, @hcltech #AMRinsights #Alliedmarketresearch #marketresearch #research #b2b #Influencers #RetailAnalytics #RetailTech #DataAnalytics #CustomerInsights #RetailIndustry #MarketTrends #BusinessIntelligence #RetailData #Ecommerce #RetailStores #RetailStrategy #CustomerBehaviorAnalysis

🛍️ Dive into the minds of online shoppers as a Market and Survey Researcher in the retail realm! 🛒🔍 Unearth invaluable insights, Let's shape the future of online shopping, one survey at a time! 📊💻 #RetailResearchGuru #EcommerceInsights #CustomerBehaviorAnalysis

By utilizing INITOR, businesses can easily monitor and analyze customer behavior in real time, enabling them to make data-driven decisions about optimizing their store security. #retailanalytics #customerbehavioranalysis #AIHeatMapping

Discover how INITOR's advanced AI Heat Mapping technology can give you access to a granular level of data about your customers! Follow us and learn more today! #DataAnalytics #AIMappingTechnology #CustomerBehaviorAnalysis