{"id":15064,"date":"2025-04-30T05:33:44","date_gmt":"2025-04-30T05:33:44","guid":{"rendered":"https:\/\/learnatrhinfos.cloud\/?page_id=15064"},"modified":"2026-09-10T09:04:48","modified_gmt":"2026-09-10T09:04:48","slug":"data-science","status":"publish","type":"page","link":"https:\/\/learnatrhinfos.cloud\/index.php\/home\/all-course\/data-science\/","title":{"rendered":"Data Science"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Landing Hero&#8221; _builder_version=&#8221;4.27.3&#8243; use_background_color_gradient=&#8221;on&#8221; background_color_gradient_stops=&#8221;#8300e9 0%|#9271f6 100%&#8221; background_color_gradient_start=&#8221;#474ab6&#8243; background_color_gradient_end=&#8221;#9271f6&#8243; background_image=&#8221;https:\/\/learnatrhinfos.cloud\/wp-content\/uploads\/2023\/08\/coding-background-texture.jpg&#8221; background_blend=&#8221;overlay&#8221; custom_padding=&#8221;100px|0px|7px|0px||&#8221; animation_style=&#8221;slide&#8221; animation_direction=&#8221;top&#8221; animation_intensity_slide=&#8221;2%&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row column_structure=&#8221;1_2,1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_margin=&#8221;|||&#8221; custom_width_px=&#8221;1280px&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;4.27.3&#8243; header_font=&#8221;Alegreya|700|||||||&#8221; header_font_size=&#8221;42px&#8221; header_line_height=&#8221;1.3em&#8221; background_layout=&#8221;dark&#8221; custom_padding=&#8221;|||&#8221; header_font_size_last_edited=&#8221;off|desktop&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h1><span data-sheets-root=\"1\">Master Data Science<\/span><\/h1>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.3&#8243; text_font=&#8221;Alegreya||||||||&#8221; text_text_color=&#8221;#d4ccff&#8221; text_font_size=&#8221;17px&#8221; text_line_height=&#8221;1.9em&#8221; hover_enabled=&#8221;0&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<p><span data-sheets-root=\"1\">Data Science is an interdisciplinary field that uses scientific methods, algorithms, and systems to extract insights from structured and unstructured data. 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animation_direction=&#8221;left&#8221; animation_delay=&#8221;100ms&#8221; animation_intensity_zoom=&#8221;20%&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; width_tablet=&#8221;&#8221; width_phone=&#8221;96%&#8221; width_last_edited=&#8221;on|phone&#8221; max_width_tablet=&#8221;&#8221; max_width_phone=&#8221;&#8221; max_width_last_edited=&#8221;on|phone&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.3&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text content_tablet=&#8221;<\/p>\n<p><a href=%22https:\/\/learnatrhinfos.cloud\/index.php\/data-science\/#Course%20Details%22>View Course Details<\/a> | <a href=%22https:\/\/learnatrhinfos.cloud\/index.php\/data-science\/#Course%20Modules%22>Explore Course Modules <\/a> |  <a href=%22https:\/\/learnatrhinfos.cloud\/index.php\/data-science\/#Tools%22>Discover Tools You&#8217;ll Learn<\/a><\/p>\n<p>&#8221; 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max_width_phone=&#8221;61%&#8221; max_width_last_edited=&#8221;on|desktop&#8221; animation_style=&#8221;zoom&#8221; animation_direction=&#8221;left&#8221; animation_delay=&#8221;100ms&#8221; animation_intensity_zoom=&#8221;20%&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.3&#8243; text_font=&#8221;Alegreya||||||||&#8221; text_text_color=&#8221;#000000&#8243; text_font_size=&#8221;17px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_4_font=&#8221;Alegreya|700|||||||&#8221; header_4_line_height=&#8221;1.9em&#8221; animation_style=&#8221;zoom&#8221; animation_intensity_zoom=&#8221;6%&#8221; hover_enabled=&#8221;0&#8243; text_font_size_tablet=&#8221;17px&#8221; text_font_size_phone=&#8221;17px&#8221; text_font_size_last_edited=&#8221;on|desktop&#8221; header_4_font_size_tablet=&#8221;&#8221; header_4_font_size_phone=&#8221;&#8221; header_4_font_size_last_edited=&#8221;on|desktop&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h4>Predictive Analytics<\/h4>\n<p>Use machine learning to forecast future outcomes.<\/p>\n<h4>Prescriptive Analytics<\/h4>\n<p>Get actionable recommendations to <span data-sheets-root=\"1\">optimise<\/span> outcomes.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; admin_label=&#8221;Build Your Portfolio&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;23px|0px|90px|0px||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/learnatrhinfos.cloud\/wp-content\/uploads\/2025\/04\/coding-isometric-04.png&#8221; align_tablet=&#8221;center&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|desktop&#8221; _builder_version=&#8221;4.27.3&#8243; max_width=&#8221;70%&#8221; max_width_tablet=&#8221;70%&#8221; max_width_phone=&#8221;70%&#8221; max_width_last_edited=&#8221;on|desktop&#8221; module_alignment=&#8221;center&#8221; custom_margin=&#8221;-19px|||||&#8221; animation_style=&#8221;zoom&#8221; animation_direction=&#8221;right&#8221; animation_delay=&#8221;100ms&#8221; animation_intensity_zoom=&#8221;20%&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text disabled_on=&#8221;on|on|off&#8221; _builder_version=&#8221;4.27.3&#8243; text_font=&#8221;Alegreya||||||||&#8221; text_text_color=&#8221;#000000&#8243; text_font_size=&#8221;17px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_4_font=&#8221;Alegreya|700|||||||&#8221; header_4_line_height=&#8221;1.9em&#8221; animation_style=&#8221;zoom&#8221; animation_intensity_zoom=&#8221;6%&#8221; text_font_size_tablet=&#8221;17px&#8221; text_font_size_phone=&#8221;17px&#8221; text_font_size_last_edited=&#8221;on|desktop&#8221; header_4_font_size_tablet=&#8221;&#8221; header_4_font_size_phone=&#8221;&#8221; header_4_font_size_last_edited=&#8221;on|desktop&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h4>Evaluation &amp; Testing<\/h4>\n<p>Assess models for accuracy and reliability.<\/p>\n<h4><span data-sheets-root=\"1\">Deployment &amp; Monitoring<\/span><\/h4>\n<p><span data-sheets-root=\"1\">Deploy models and continuously monitor performance.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/learnatrhinfos.cloud\/wp-content\/uploads\/2025\/04\/coding-iconArtboard-19-copy-9.jpg&#8221; align_tablet=&#8221;center&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|desktop&#8221; disabled_on=&#8221;on|on|on&#8221; _builder_version=&#8221;4.16&#8243; max_width=&#8221;64px&#8221; animation_style=&#8221;zoom&#8221; disabled=&#8221;on&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.3&#8243; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Alegreya|700|||||||&#8221; header_2_text_color=&#8221;#8300e9&#8243; header_2_font_size=&#8221;36px&#8221; header_2_line_height=&#8221;1.3em&#8221; custom_margin=&#8221;||20px|&#8221; animation_style=&#8221;slide&#8221; animation_direction=&#8221;bottom&#8221; animation_intensity_slide=&#8221;10%&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; header_font_size__hover=&#8221;30px&#8221; header_font_size__hover_enabled=&#8221;30px&#8221; header_letter_spacing__hover=&#8221;0px&#8221; header_letter_spacing__hover_enabled=&#8221;0px&#8221; header_text_shadow_style__hover=&#8221;none&#8221; header_text_shadow_style__hover_enabled=&#8221;none&#8221; header_text_shadow_color__hover=&#8221;rgba(0,0,0,0.4)&#8221; header_text_shadow_color__hover_enabled=&#8221;rgba(0,0,0,0.4)&#8221;]<\/p>\n<h2><span data-sheets-root=\"1\">How Data Science Works<\/span><\/h2>\n<p>[\/et_pb_text][et_pb_divider color=&#8221;#8300e8&#8243; divider_weight=&#8221;4px&#8221; disabled_on=&#8221;on|on|off&#8221; _builder_version=&#8221;4.27.3&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; max_width=&#8221;40px&#8221; module_alignment=&#8221;left&#8221; custom_margin=&#8221;||10px|&#8221; animation_style=&#8221;zoom&#8221; animation_direction=&#8221;left&#8221; saved_tabs=&#8221;all&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_divider][et_pb_text disabled_on=&#8221;on|on|off&#8221; _builder_version=&#8221;4.27.3&#8243; text_font=&#8221;Alegreya||||||||&#8221; text_text_color=&#8221;#000000&#8243; text_font_size=&#8221;17px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_4_font=&#8221;Alegreya|700|||||||&#8221; header_4_line_height=&#8221;1.9em&#8221; animation_style=&#8221;zoom&#8221; animation_intensity_zoom=&#8221;6%&#8221; hover_enabled=&#8221;0&#8243; text_font_size_tablet=&#8221;17px&#8221; text_font_size_phone=&#8221;17px&#8221; text_font_size_last_edited=&#8221;on|desktop&#8221; header_4_font_size_tablet=&#8221;&#8221; header_4_font_size_phone=&#8221;&#8221; header_4_font_size_last_edited=&#8221;on|desktop&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h4>Data Collection<\/h4>\n<p>Gather structured and unstructured data from various sources.<\/p>\n<h4>Data Cleaning<\/h4>\n<p>Clean and prepare data to ensure accuracy and usability.<\/p>\n<h4>Exploratory Data Analysis<\/h4>\n<p>Visualise and <span data-sheets-root=\"1\">analyse <\/span>data to uncover patterns and outliers.<\/p>\n<h4><span data-sheets-root=\"1\">Modelling<\/span> &amp; Algorithms<\/h4>\n<p>Apply machine learning algorithms to create predictive models.<\/p>\n<p>[\/et_pb_text][et_pb_text disabled_on=&#8221;off|off|on&#8221; _builder_version=&#8221;4.27.3&#8243; text_font=&#8221;Alegreya||||||||&#8221; text_text_color=&#8221;#000000&#8243; text_font_size=&#8221;17px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_4_font=&#8221;Alegreya|700|||||||&#8221; header_4_line_height=&#8221;1.9em&#8221; animation_style=&#8221;zoom&#8221; animation_intensity_zoom=&#8221;6%&#8221; hover_enabled=&#8221;0&#8243; text_font_size_tablet=&#8221;17px&#8221; text_font_size_phone=&#8221;17px&#8221; text_font_size_last_edited=&#8221;on|desktop&#8221; header_4_font_size_tablet=&#8221;&#8221; header_4_font_size_phone=&#8221;&#8221; header_4_font_size_last_edited=&#8221;on|desktop&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h4>Data Collection<\/h4>\n<p>Gather structured and unstructured data from various sources.<\/p>\n<h4>Data Cleaning<\/h4>\n<p>Clean and prepare data to ensure accuracy and usability.<\/p>\n<h4>Exploratory Data Analysis<\/h4>\n<p>Visualise and a<span data-sheets-root=\"1\">nalyse<\/span> data to uncover patterns and outliers.<\/p>\n<h4><span data-sheets-root=\"1\">Modelling<\/span> &amp; Algorithms<\/h4>\n<p>Apply machine learning algorithms to create predictive models.<\/p>\n<h4>Evaluation &amp; Testing<\/h4>\n<p>Assess models for accuracy and reliability.<\/p>\n<h4><span data-sheets-root=\"1\">Deployment &amp; Monitoring<\/span><\/h4>\n<p><span data-sheets-root=\"1\">Deploy models and continuously monitor performance.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; admin_label=&#8221;Achieve Your Goals&#8221; module_id=&#8221;Tools&#8221; _builder_version=&#8221;4.27.3&#8243; custom_margin=&#8221;|||&#8221; custom_padding=&#8221;5px|0px|7px|0px||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/learnatrhinfos.cloud\/wp-content\/uploads\/2025\/04\/coding-iconArtboard-19-copy-10.jpg&#8221; align_tablet=&#8221;center&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|desktop&#8221; disabled_on=&#8221;on|on|on&#8221; _builder_version=&#8221;4.16&#8243; max_width=&#8221;64px&#8221; animation_style=&#8221;zoom&#8221; disabled=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.3&#8243; header_font=&#8221;||||||||&#8221; header_2_font=&#8221;Alegreya|700|||||||&#8221; header_2_text_color=&#8221;#8300e9&#8243; header_2_font_size=&#8221;36px&#8221; header_2_line_height=&#8221;1.3em&#8221; custom_margin=&#8221;||20px|&#8221; animation_style=&#8221;slide&#8221; animation_direction=&#8221;bottom&#8221; animation_intensity_slide=&#8221;10%&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; header_font_size__hover=&#8221;30px&#8221; header_font_size__hover_enabled=&#8221;30px&#8221; header_letter_spacing__hover=&#8221;0px&#8221; header_letter_spacing__hover_enabled=&#8221;0px&#8221; header_text_shadow_style__hover=&#8221;none&#8221; header_text_shadow_style__hover_enabled=&#8221;none&#8221; header_text_shadow_color__hover=&#8221;rgba(0,0,0,0.4)&#8221; header_text_shadow_color__hover_enabled=&#8221;rgba(0,0,0,0.4)&#8221;]<\/p>\n<h2><span data-sheets-root=\"1\">Tools You&#8217;ll Learn<\/span><\/h2>\n<p>[\/et_pb_text][et_pb_divider color=&#8221;#09e1c0&#8243; divider_weight=&#8221;4px&#8221; disabled_on=&#8221;on|on|off&#8221; _builder_version=&#8221;4.16&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; max_width=&#8221;40px&#8221; module_alignment=&#8221;left&#8221; custom_margin=&#8221;||10px|&#8221; animation_style=&#8221;zoom&#8221; animation_direction=&#8221;left&#8221; saved_tabs=&#8221;all&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_divider][et_pb_text _builder_version=&#8221;4.27.3&#8243; text_font=&#8221;Alegreya||||||||&#8221; text_text_color=&#8221;#000000&#8243; text_font_size=&#8221;17px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_4_font=&#8221;Alegreya|700|||||||&#8221; header_4_text_color=&#8221;#000000&#8243; header_4_line_height=&#8221;1.9em&#8221; animation_style=&#8221;zoom&#8221; animation_intensity_zoom=&#8221;6%&#8221; hover_enabled=&#8221;0&#8243; text_font_size_tablet=&#8221;17px&#8221; text_font_size_phone=&#8221;17px&#8221; text_font_size_last_edited=&#8221;on|desktop&#8221; header_4_font_size_tablet=&#8221;&#8221; header_4_font_size_phone=&#8221;&#8221; header_4_font_size_last_edited=&#8221;on|desktop&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h4>Python<\/h4>\n<p>Master Python for data manipulation, machine learning, and <span data-sheets-root=\"1\">visualisation<\/span> with libraries like pandas, TensorFlow, and Matplotlib.<\/p>\n<h4>R<\/h4>\n<p>Use R for statistical analysis, modeling, and data <span data-sheets-root=\"1\">visualisation<\/span>.<\/p>\n<h4>SQL<\/h4>\n<p>Extract and manipulate data using SQL for relational databases.<\/p>\n<h4>Hadoop &amp; Spark<\/h4>\n<p><span data-sheets-root=\"1\">Analyse<\/span> large datasets with big data frameworks.<\/p>\n<h4>Tableau &amp; Power BI<\/h4>\n<p>Create interactive dashboards and visual reports.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/learnatrhinfos.cloud\/wp-content\/uploads\/2025\/04\/coding-isometric-05.png&#8221; align_tablet=&#8221;center&#8221; align_phone=&#8221;center&#8221; align_last_edited=&#8221;on|desktop&#8221; _builder_version=&#8221;4.27.3&#8243; max_width=&#8221;71%&#8221; module_alignment=&#8221;center&#8221; animation_style=&#8221;zoom&#8221; animation_direction=&#8221;left&#8221; animation_delay=&#8221;100ms&#8221; animation_intensity_zoom=&#8221;20%&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.3&#8243; text_font=&#8221;Alegreya||||||||&#8221; text_text_color=&#8221;#000000&#8243; text_font_size=&#8221;17px&#8221; text_line_height=&#8221;1.9em&#8221; header_font=&#8221;||||||||&#8221; header_4_font=&#8221;Alegreya|700|||||||&#8221; header_4_line_height=&#8221;1.9em&#8221; animation_style=&#8221;zoom&#8221; animation_intensity_zoom=&#8221;6%&#8221; text_font_size_tablet=&#8221;17px&#8221; text_font_size_phone=&#8221;17px&#8221; text_font_size_last_edited=&#8221;on|desktop&#8221; header_4_font_size_tablet=&#8221;&#8221; header_4_font_size_phone=&#8221;&#8221; header_4_font_size_last_edited=&#8221;on|desktop&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h4>Jupyter Notebooks<\/h4>\n<p>Write and execute code in an interactive environment.<\/p>\n<h4>TensorFlow &amp; PyTorch<\/h4>\n<p>Build deep learning models for complex tasks like image recognition and NLP.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; 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locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; header_font_size__hover=&#8221;30px&#8221; header_font_size__hover_enabled=&#8221;30px&#8221; header_letter_spacing__hover=&#8221;0px&#8221; header_letter_spacing__hover_enabled=&#8221;0px&#8221; header_text_shadow_style__hover=&#8221;none&#8221; header_text_shadow_style__hover_enabled=&#8221;none&#8221; header_text_shadow_color__hover=&#8221;rgba(0,0,0,0.4)&#8221; header_text_shadow_color__hover_enabled=&#8221;rgba(0,0,0,0.4)&#8221; header_2_font_size__hover=&#8221;26px&#8221; header_2_font_size__hover_enabled=&#8221;26px&#8221; header_2_letter_spacing__hover=&#8221;0px&#8221; header_2_letter_spacing__hover_enabled=&#8221;0px&#8221; header_2_line_height__hover=&#8221;1em&#8221; header_2_line_height__hover_enabled=&#8221;1em&#8221; header_2_text_shadow_style__hover=&#8221;none&#8221; header_2_text_shadow_style__hover_enabled=&#8221;none&#8221; header_2_text_shadow_color__hover=&#8221;rgba(0,0,0,0.4)&#8221; header_2_text_shadow_color__hover_enabled=&#8221;rgba(0,0,0,0.4)&#8221;]<\/p>\n<h3><span data-sheets-root=\"1\">Start Your Data Science Journey Now!<\/span><\/h3>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.3&#8243; 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