With so many data analytics tools available, how do you pick the right one?
The truth is—there’s no one-size-fits-all answer. The best tool depends on your needs, your data, and your goals.
Here’s how to decide:
🔹 For Data Exploration & Cleaning → SQL, Python (Pandas), Excel 🔹 For Dashboarding & Reporting → Tableau, Power BI, Looker 🔹 For Big Data Processing → Spark, Snowflake, Google BigQuery 🔹 For Statistical Analysis → R, Python (Statsmodels, SciPy) 🔹 For Machine Learning → Python (Scikit-learn, TensorFlow)
Ask yourself: ✅ What type of data am I working with? ✅ Do I need interactive dashboards? ✅ Is coding necessary, or do I need a no-code tool? ✅ What does my team/stakeholder prefer?
The best tool is the one that helps you solve problems efficiently.
With so many data analytics tools available, how do you pick the right one?
The truth is—there’s no one-size-fits-all answer. The best tool depends on your needs, your data, and your goals.
Here’s how to decide:
🔹 For Data Exploration & Cleaning → SQL, Python (Pandas), Excel 🔹 For Dashboarding & Reporting → Tableau, Power BI, Looker 🔹 For Big Data Processing → Spark, Snowflake, Google BigQuery 🔹 For Statistical Analysis → R, Python (Statsmodels, SciPy) 🔹 For Machine Learning → Python (Scikit-learn, TensorFlow)
Ask yourself: ✅ What type of data am I working with? ✅ Do I need interactive dashboards? ✅ Is coding necessary, or do I need a no-code tool? ✅ What does my team/stakeholder prefer?
The best tool is the one that helps you solve problems efficiently.
BY Data science/ML/AI
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Among the actives, Ascendas REIT sank 0.64 percent, while CapitaLand Integrated Commercial Trust plummeted 1.42 percent, City Developments plunged 1.12 percent, Dairy Farm International tumbled 0.86 percent, DBS Group skidded 0.68 percent, Genting Singapore retreated 0.67 percent, Hongkong Land climbed 1.30 percent, Mapletree Commercial Trust lost 0.47 percent, Mapletree Logistics Trust tanked 0.95 percent, Oversea-Chinese Banking Corporation dropped 0.61 percent, SATS rose 0.24 percent, SembCorp Industries shed 0.54 percent, Singapore Airlines surrendered 0.79 percent, Singapore Exchange slid 0.30 percent, Singapore Press Holdings declined 1.03 percent, Singapore Technologies Engineering dipped 0.26 percent, SingTel advanced 0.81 percent, United Overseas Bank fell 0.39 percent, Wilmar International eased 0.24 percent, Yangzijiang Shipbuilding jumped 1.42 percent and Keppel Corp, Thai Beverage, CapitaLand and Comfort DelGro were unchanged.
A Telegram spokesman declined to comment on the bond issue or the amount of the debt the company has due. The spokesman said Telegram’s equipment and bandwidth costs are growing because it has consistently posted more than 40% year-to-year growth in users.
