From Plato to Alain De Boton, philosophers have been the people tasked with finding truth, and bringing it to the masses. To a web analyst, that pursuit of truth should sound familiar: it's the job of web analytics to shine a light in the corners that reveal truth about human behaviour. In this fun and informative talk, Damion looks at how the history of philosophy has parallels with analytics best practice, and along the way ponders on whether the Digital Analytics industry might just have found an incredibly rare thing that nobody thought existed: an actual use for a philosophy graduate.
A power point presentation on "paradox" by three students from the American University of Ras Al Khaimah. Faculty of Arts and Science (Philosophy, Critical Thinking and Reasoning)
Critical Thinking about Science in The Media by Brady Caldwellbradycaldwell
Compilation from classroom presentations teaching school students how to apply critical thinking to media science news stories by checking the latest evidence from data sources and the logic of arguments. Promotes using the FULL scientific method. Warns against the pitfalls of groupthink, emotional causes and popular trends. Presents rational counter-evidence to many of today's Media Scares. Ends with an optimistic conclusion about continuing to make our world EVEN better.
A power point presentation on "paradox" by three students from the American University of Ras Al Khaimah. Faculty of Arts and Science (Philosophy, Critical Thinking and Reasoning)
Critical Thinking about Science in The Media by Brady Caldwellbradycaldwell
Compilation from classroom presentations teaching school students how to apply critical thinking to media science news stories by checking the latest evidence from data sources and the logic of arguments. Promotes using the FULL scientific method. Warns against the pitfalls of groupthink, emotional causes and popular trends. Presents rational counter-evidence to many of today's Media Scares. Ends with an optimistic conclusion about continuing to make our world EVEN better.
Reasons For Belief: A class taught by John Oakes, PhD at Harvard University 10/16/2009. The subject is reasons to believe the Bible is the inspired Word of God. See EFC store for the recording
This presentation introduces the philosophical field of epistemology and the problem of skepticism. It then outlines Fred Dretske's response to the problem. Lastly, it argues that Dretske's use of information reduces to Shannon's 'mutual information'.
Ron takes the debate over to mind v matter into language - which is where the mystery of mind is best revealed. He gives us a crash course in philosophy in ten minutes - and uses the colour 'red' to reveal the immense complexity in simply naming the world. The highlight though belongs to his one year old grandson , Levi - and he uses Levi's early experiments with words to celebrate the wonders of the mind at work through language and how we acquire it.
Slides for a discussion at MeasureCamp Sydney 2017. What are some things to watch for when building out your freelance career as a web analytics specialist?
Damion Brown - The Missing Automation Layer - Superweek 2017Damion Brown
You use APIs and third-party services to automate the extraction of data from a web analytics tool. But what about automating the sending of data too? In this hands-on talk, Damion shows you how to use services like IFTTT and Zapier to augment the clickstream with context.
Using a mix of RSS, web hooks, open APIs and the Google Analytics Measurement Protocol, you can grab things like company blog posts, new backlinks, and social interactions like Twitter mentions, Instagram posts, and more. It's all possible by making use of the increasingly-connected web of services and there are even possibilities of tracking the internet of things with your favourite web analytics tool.
Emetrics 2016 - Getting Closer To Content With Advanced AnalyticsDamion Brown
If you look after a content website, you need to think about web analytics a little differently. Conversion rates aren't relevant, revenue doesn't really exist, and funnels won't cut it. This talk shows how you can find quick wins in your analytics data for content websites.
(Government) Google Analytics - How You're Only Ever Three Steps Away From H...Damion Brown
A presentation delivered to the Victorian State Government on how to get deeper into web analytics data, jumping from numbers on the screen to actionable insight.
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Reasons For Belief: A class taught by John Oakes, PhD at Harvard University 10/16/2009. The subject is reasons to believe the Bible is the inspired Word of God. See EFC store for the recording
This presentation introduces the philosophical field of epistemology and the problem of skepticism. It then outlines Fred Dretske's response to the problem. Lastly, it argues that Dretske's use of information reduces to Shannon's 'mutual information'.
Ron takes the debate over to mind v matter into language - which is where the mystery of mind is best revealed. He gives us a crash course in philosophy in ten minutes - and uses the colour 'red' to reveal the immense complexity in simply naming the world. The highlight though belongs to his one year old grandson , Levi - and he uses Levi's early experiments with words to celebrate the wonders of the mind at work through language and how we acquire it.
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Slides for a discussion at MeasureCamp Sydney 2017. What are some things to watch for when building out your freelance career as a web analytics specialist?
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
5. What are we talking about?
Philo - love of
Sophos - knowledge
Study of philosophy as "knowledge about knowledge"
6. Philosophy aims to find the nature of truth and
knowledge, as well as life's value and
importance.
7. Philosophy aims to find the nature of truth and
knowledge, as well as life's value and
importance.
Stemming from wonder, curiosity and the
desire to know and understand, philosophy is
a form of structured inquiry.
14. “The ultimate nature of reality is
number”
The first data scientist
Refused to eat beans
Pythagoras
c570-480BC
15. “The ultimate nature of reality is
number”
The first data scientist
Refused to eat beans
Pythagoras
c570-480BC
16. Deductive Reasoning
Where you take two self-evident statements
and move to a non-self evident conclusion
Pythagoras
c570-480BC
17. Deductive Reasoning
It isn’t raining in Melbourne.
If it isn’t raining in Melbourne, Percy won’t be
carrying an umbrella.
Therefore, Percy won’t be carrying an umbrella.
Pythagoras
c570-480BC
18. Deductive Reasoning
Our cross-domain tracking is broken.
If our cross-domain tracking is broken, we won’t be
able to report on conversions.
So I have no numbers for you today.
Pythagoras
c570-480BC
21. “The unexamined life is not worth
living.”
…isn’t this the whole point of analytics?
Has anyone ever heard of a client not
examining their analytics? :)
Socrates
c470-399BC
22. Logical Reasoning
He hated sophism (cash for wisdom)
He preferred logical reasoning (actually
thinking)
Socrates
c470-399BC
23. Logical Reasoning
What if Facebook ads aren’t always the best
channel?
Why don’t we A/B test that step on the checkout?
Socrates
c470-399BC
29. “Entities are not to be multiplied
beyond necessity”
Given two theories that equally explain the data,
one should choose the theory that posits the
minimum number of entities
Or:
The simplest explanation is probably the right one
William of
Occam
1285 - 1347
45. “I think, therefore I am”
Always ill, and would often be bed-ridden until
lunchtime
When not ill, he would often be bed-ridden until
lunchtime
Paid for by the King of Spain to sit there and think
up interesting things
Descartes
1596-1650
52. What’s real and what can we trust?
Facebook ad clicks and conversions will
always be over-reported
Doubleclick ad clicks and conversions
will always be over-reported
etc.
Descartes
1596-1650
54. An Essay Concerning Human
Understanding
Understanding is defined as the way in which
the human mind collects, organises, classifies
and ultimately makes judgements based on
sense-data
John Locke
1632 - 1704
55. A solutions design document!
A solutions design document sets the way in
which the analytics platform collects,
organises, classifies and ultimately makes
judgements based on sense-data
John Locke
1632 - 1704
57. “Amongst the conditions of life,
error might be one”
aka Ted Talk
Friedrich
Nietzsche
1844 - 1900
58. We embrace errors
Failure, error and correction are fundamental
Is there another career that would tolerate
failure so readily?
Friedrich
Nietzsche
1844 - 1900
60. Sound familiar?
Those who knew him assumed he was either a
madman or a genius.
He was known for working himself up into fits of
frustration, pacing about the room decrying his own
stupidity.Ludwig
Wittgenstein
1881 - 1951
61. Language as consensus
Language isn’t real “in the world”
And that doesn’t matter
We communicate based on agreed models
Ludwig
Wittgenstein
1881 - 1951
62. Attribution!
Attribution Models aren’t real -- just something
we agree on*
*Attribution Models will never be agreed on :(
Ludwig
Wittgenstein
1881 - 1951
65. Why philosophy majors make good analysts
Consistency
Reasoning without knowing it
Open to new ideas and new thinking
Vastly lower salary expectations than data
majors
66. Not as easy
as we
hoped...
schwitzsplinters.blogspot.com
67. Not as easy
as we
hoped...
schwitzsplinters.blogspot.com
74. Stemming from wonder,
curiosity and the desire
to know and understand,
philosophy is a form of
structured inquiry.
slides: philosopherswithlaptops.com
@thatsdamion