Deep Learning (DL) es la sub-categoría dentro del Machine Learning que más crece y evoluciona en el campo de la Inteligencia Artificial (AI). Deep Learning usa redes neuronales basadas en software para desarrollar patrones de análisis que permiten contar con una capacidad predictiva: En pocas palabras, Deep Learning es una plataforma que le permite aprender a aprender. Es la manera de sacar el mayor provecho de sus datos. Hoy las empresas deben aprovechar sus datos a la misma velocidad con la que los producen. Usando Deep Learning podemos desarrollar nuevas capacidades analíticas incluyendo: - Visión artificial - Detección de objetos - Procesamiento de lenguaje natural - Detección de anomalías y fraude En el corazón de estos casos de uso hay capacidades sofisticadas de reconocimiento de patrones y clasificación, que dan lugar a aplicaciones revolucionarias y abren una ventana hacia el futuro. En esta presentación les cuento cómo estamos llevando Deep Learning más allá de sus raíces basadas en frameworks open source y como la plataforma PowerAI le puede ayudar a su empresa a poner producción estas herramientas poderosas en ahora mismo.

1. Inteligencia Artificial
Quebrando el Paradigma de la Amnesia Empresarial
@mRcSqZd
Technical Leader
IBM Cognitive Systems
#IBMThinkCL #ThinkArgentina #ThinkCIO
Think 2018 / Junio 2018 / © 2018 IBM Corporation

2. Data
Time
Available
Data
Understood
Data
Enterprise
Amnesia

3. Retail with
Omo
Prateleira_2
Omo
Omo
OmoOmoOmo
Omo Omo Omo Omo

4. TV with

5. |
Health with

6. 6Think 2018 / DOC ID / Month XX, 2018 / © 2018 IBM Corporation
Industrial with
Worker Safety
Asset Management
Production
Management
and many more!

7. Cognitive Enterprise
Understand
Reason
Learn
Interact

8. Artificial
Intelligence
Machine
Learning
Deep
Learning
(Neural
Networks)

9. Machine Learning
Input Feature
Extraction
Features Classification Output
Machine Learning
Algorithms
Deep Learning
Input
Deep Neural Network
OutputFeature Extraction
& Classification

10. Best Stack for Enterprise AI
Applications
Cognitive APIs
(Eg: Watson)
In-House APIs
(Eg: PowerAI Vision)
Machine & Deep Learning
Libraries & Frameworks
Distributed Computing
Data Lake & Data Stores
Segment Specific:
Finance, Retail, Healthcare
Speech, Vision, NLP, Sentiment,
Clustering, Time Series…
TensorFlow, Caffe,
Keras, Pytorch,
SparkML
Spark, MPI
Hadoop HDFS,
NoSQL DBs
Cognitive
Systems
Accelerated Servers Storage
ETLL!
+ PowerAI Enterprise
+ Deep Learning
Impact
+ IBM Spectrum
Conductor
IBM Intelligent Video
Analytics
+ IBM Data Science
Experience

11. Reasoning and RationaleProperties of Enterprise
Systems
Your End-to-End Enterprise AI Partner
Labeled datasets / Observable / Independent Problem / Simulation Model
Moments in time

12. 12
Best Infrastructure for Enterprise AI
and more!
hardware
software
+
It’s about co-optimized
Machine Learning, Deep Learning
Modern Data Platform
High Performance Data Analytics
Hyperconverged Infrastructure
High Performance Computing
MariaDB, EnterpriseDB, PostgreSQL, Cassandra, MongoDB, redis, Neo4j, Titan, Kinetica, MapD, Nutanix, Hadoop, Spark, Hortonworks…

13. 13Group Name / DOC ID / Month XX, 2017 / © 2017 IBM Corporation
Targeted UsersInfrastructure
Performance
Data Governance,
Regulations,
Volume
Infrastructure
Management
❤
The Use Case Rules!

14. As neural networks go
deeper, they provide
a dramatic increase
in accuracy.
Higher accuracy
networks require
way higher
computa5on
which increases
predic5on latency.

15. 1/10th
ELECTRICAL
COSTS

16. 46x
fasterthan previous
record set by Google
Snap ML: Training Time Goes
From An Hour to Minutes
Criteo Terabyte Click Logs
Benchmark
1.1 Hours
1.53
seconds
0
20
40
60
80
Google
CPU-only
Snap ML
Power + GPU
Runtime(Minutes)
46x Faster

17. enterprise-ready
software distribution
built on open source
tools for
ease of
development
performance:
faster training times
for data scientists

18. Get Started Today with
Machine & Deep Learning
18
Build a Data Science Team
Your Developers Can Learn
http://cognitiveclass.ai
Identify a Low Hanging Use Case
Figure Out Data Strategy
Consider Pre-Built AI APIs
Hire Consulting Services
Get Started Today at
www.ibm.biz/poweraideveloper

19. IBM PowerAI
Quebrando el Paradigma de la Amnesia Empresarial
@mRcSqZd
Technical Leader
IBM Cognitive Systems
Think 2018 / Junio 2018 / © 2018 IBM Corporation