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7- # Técnicas inteligentes para el análisis de datos
7+ # Técnicas inteligentes para el Análisis de Datos
88
9- Hola! Acá está el material para la materia * Técnicas inteligentes para el análisis de datos* de la Especialización en BioInformática - Facultad de Informática - UNLP
9+ Hola! Acá está el material para la materia * Técnicas inteligentes para el análisis de datos* de la [ Especialización en BioInformática - Facultad de Informática - UNLP] ( https://postgrado.info.unlp.edu.ar/bioinformatica/ )
1010
1111[ Carpeta compartida] ( https://drive.google.com/drive/folders/1yhPhkizBvtSx0dQx5Lray1v8ZPyB_Hxt?usp=sharing )
1212
1313## 1. Introducción a la IA
14- * [ Autoevaluación] ( https://forms.gle/HSP1nyNAxCmfVAEy6 )
15- * [ Práctica ] ( https://drive.google.com/drive/folders/13L7tzjiXQj5vtUk8a-wxYlw6QiT-wkJY?usp=sharing )
16- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSQC5v8LuzSoTrA-v4jfV_s )
17- * [ Diapositivas] ( https://drive.google.com/drive/folders/1W8WWre0H9aCKu4tP13m5KdICipsM6XSp?usp=sharing )
14+ * [ ❔ Autoevaluación] ( https://forms.gle/HSP1nyNAxCmfVAEy6 )
15+ * [ ✏️Práctica ] ( https://drive.google.com/drive/folders/13L7tzjiXQj5vtUk8a-wxYlw6QiT-wkJY?usp=sharing )
16+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSQC5v8LuzSoTrA-v4jfV_s )
17+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1W8WWre0H9aCKu4tP13m5KdICipsM6XSp?usp=sharing )
1818
1919
2020## 2. Minería de Datos
21- * [ Autoevaluación] ( https://forms.gle/kEmBHH8RvAwVNxiE8 )
22- * [ Práctica ] ( https://drive.google.com/drive/folders/13L7tzjiXQj5vtUk8a-wxYlw6QiT-wkJY?usp=sharing )
23- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSNUT19JeUdJYhB0NvuW5r- )
24- * [ Diapositivas] ( https://drive.google.com/drive/folders/1LL_bAvActja4SNgxZJtf9gi7p1IjkUhy?usp=drive_link )
21+ * [ ❔ Autoevaluación] ( https://forms.gle/kEmBHH8RvAwVNxiE8 )
22+ * [ ✏️Práctica ] ( https://drive.google.com/drive/folders/13L7tzjiXQj5vtUk8a-wxYlw6QiT-wkJY?usp=sharing )
23+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSNUT19JeUdJYhB0NvuW5r- )
24+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1LL_bAvActja4SNgxZJtf9gi7p1IjkUhy?usp=drive_link )
2525
2626## 3. Aprendizaje No Supervisado
2727
28- [ Práctica ] ( https://drive.google.com/drive/u/0/folders/1rLdPGF94FR9TZM737XEkdKX5TnlhkOy0 )
28+ [ ✏️Práctica ] ( https://drive.google.com/drive/u/0/folders/1rLdPGF94FR9TZM737XEkdKX5TnlhkOy0 )
2929
3030#### 3.1 Agrupamiento (Clustering)
3131
32- * [ Autoevaluación] ( https://forms.gle/fbzgeW9YmFcTVxKDA )
33- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSebpwTVPzbg2p_ZvSchozK )
34- * [ Diapositivas] ( https://drive.google.com/drive/folders/1m__MLcRHZ4Y8sZpilIBZrStTt_PqiwUj )
32+ * [ ❔ Autoevaluación] ( https://forms.gle/fbzgeW9YmFcTVxKDA )
33+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSebpwTVPzbg2p_ZvSchozK )
34+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1m__MLcRHZ4Y8sZpilIBZrStTt_PqiwUj )
3535
3636
3737#### 3.2 Reglas de Asociación
3838
39- * [ Autoevaluación] ( https://forms.gle/Y42BhHKFtNh2HSc2A )
40- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTx_FUV-860JEaRLIw57Bra )
41- * [ Diapositivas] ( https://drive.google.com/drive/folders/1_ot8z3YuVyycSUnZTBIwQ3Kjcew59P8g )
39+ * [ ❔ Autoevaluación] ( https://forms.gle/Y42BhHKFtNh2HSc2A )
40+ * [ 🖥️🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTx_FUV-860JEaRLIw57Bra )
41+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1_ot8z3YuVyycSUnZTBIwQ3Kjcew59P8g )
4242
4343
4444#### 3.3 Selección de Atributos y Reducción de Dimensionalidad
4545
46- * [ Autoevaluación] ( https://forms.gle/bdA9udqJzQ2xeYxk6 )
47- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTLO2XFF3EsfAEEKiQ392sn )
48- * [ Diapositivas] ( https://drive.google.com/drive/folders/1CU_GlcmcxV1D6b5NCZWmVSNs5V_8zekZ )
46+ * [ ❔ Autoevaluación] ( https://forms.gle/bdA9udqJzQ2xeYxk6 )
47+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTLO2XFF3EsfAEEKiQ392sn )
48+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1CU_GlcmcxV1D6b5NCZWmVSNs5V_8zekZ )
4949
5050
5151## 4. Árboles de Clasificación y Regresión. Bias vs Varianza. Bagging y Boosting
5252
53- * [ Autoevaluación] ( https://forms.gle/vyBFuSYVJgz2Zn3v5 )
54- * [ Práctica ] ( https://drive.google.com/drive/folders/1KKk4urvbmLq_QyNdq8HfPK9rhmkh6M_n )
55- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxRxeiHEGwotFlHp9ip6H5qY )
56- * [ Diapositivas] ( https://drive.google.com/drive/folders/1cC1evx16yp1ad3LPQ0VgKhadqw54ARY6 )
53+ * [ ❔ Autoevaluación] ( https://forms.gle/vyBFuSYVJgz2Zn3v5 )
54+ * [ ✏️Práctica ] ( https://drive.google.com/drive/folders/1KKk4urvbmLq_QyNdq8HfPK9rhmkh6M_n )
55+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxRxeiHEGwotFlHp9ip6H5qY )
56+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1cC1evx16yp1ad3LPQ0VgKhadqw54ARY6 )
5757
5858
5959
6060## 5. Regresión Lineal, Logística y Redes Neuronales
6161
62- [ Práctica ] ( https://drive.google.com/drive/folders/1VOs9BNtm1Z_iC67ChCZoP0UmhphgtafC )
62+ [ ✏️Práctica ] ( https://drive.google.com/drive/folders/1VOs9BNtm1Z_iC67ChCZoP0UmhphgtafC )
6363
6464#### 5.1 Regresión Lineal 1D y Descenso de Gradiente
6565
66- * [ Autoevaluación] ( https://forms.gle/AfKNjPFdDHSZbqxQ7 )
67- * [ Videos ] ( https://youtube.com/playlist?list=PLIsufCSbGAxQuNSW-a97fob0IgxyzZuk7&feature=shared )
68- * [ Diapositivas] ( https://drive.google.com/drive/folders/1eEFClQuWsvhzipu0THh19y-V7U4TFzfV )
66+ * [ ❔ Autoevaluación] ( https://forms.gle/AfKNjPFdDHSZbqxQ7 )
67+ * [ 🖥️Videos ] ( https://youtube.com/playlist?list=PLIsufCSbGAxQuNSW-a97fob0IgxyzZuk7&feature=shared )
68+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1eEFClQuWsvhzipu0THh19y-V7U4TFzfV )
6969
7070
7171#### 5.2 Regresión Lineal con Múltiples Variables. Descenso de Gradiente Estocástico
7272
73- * [ Autoevaluación] ( https://forms.gle/AiEiWeJcLnziK4hLA )
74- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTJfFJhdmHlzAU8Suo9jGAI )
75- * [ Diapositivas] ( https://drive.google.com/drive/folders/1_1OEH_rVapKuBYY6GyCkNVw0hhsCbKu2 )
73+ * [ ❔ Autoevaluación] ( https://forms.gle/AiEiWeJcLnziK4hLA )
74+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTJfFJhdmHlzAU8Suo9jGAI )
75+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1_1OEH_rVapKuBYY6GyCkNVw0hhsCbKu2 )
7676
7777
7878#### 5.3 Regresión Logística
7979
80- * [ Autoevaluación] ( https://forms.gle/GgrA8ZcuwPmjXGEs8 )
81- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSjB18e4sZ5o9KBVuZ_V3uN )
82- * [ Diapositivas] ( https://drive.google.com/drive/folders/1t-V3U8LPLtbBMo_7vk31cUOd9-7yI_FZ )
80+ * [ ❔ Autoevaluación] ( https://forms.gle/GgrA8ZcuwPmjXGEs8 )
81+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxSjB18e4sZ5o9KBVuZ_V3uN )
82+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1t-V3U8LPLtbBMo_7vk31cUOd9-7yI_FZ )
8383
8484#### 5.4 Redes Neuronales
8585
86- * [ Autoevaluación] ( https://forms.gle/mvVYtdpBSkquUqrr9 )
87- * [ Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTpWroPSTl-Poen_c8tystX )
88- * [ Diapositivas] ( https://drive.google.com/drive/folders/1I1MZIqoiWQJ6RYBlXmEnThjegw-Mbtii )
86+ * [ ❔ Autoevaluación] ( https://forms.gle/mvVYtdpBSkquUqrr9 )
87+ * [ 🖥️Videos ] ( https://www.youtube.com/playlist?list=PLIsufCSbGAxTpWroPSTl-Poen_c8tystX )
88+ * [ 📚 Diapositivas] ( https://drive.google.com/drive/folders/1I1MZIqoiWQJ6RYBlXmEnThjegw-Mbtii )
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